{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Instant Recognition with Caffe\n",
    "\n",
    "In this example we'll classify an image with the bundled CaffeNet model based on the network architecture of Krizhevsky et al. for ImageNet. We'll compare CPU and GPU operation then reach into the model to inspect features and the output.\n",
    "\n",
    "(These feature visualizations follow the DeCAF visualizations originally by Yangqing Jia.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, import required modules, set plotting parameters, and run `./scripts/download_model_binary.py models/bvlc_reference_caffenet` to get the pretrained CaffeNet model if it hasn't already been fetched."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# Make sure that caffe is on the python path:\n",
    "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
    "import sys\n",
    "sys.path.insert(0, caffe_root + 'python')\n",
    "\n",
    "import caffe\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (10, 10)\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "import os\n",
    "if not os.path.isfile(caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel'):\n",
    "    print(\"Downloading pre-trained CaffeNet model...\")\n",
    "    !../scripts/download_model_binary.py ../models/bvlc_reference_caffenet"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set Caffe to CPU mode, load the net in the test phase for inference, and configure input preprocessing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "caffe.set_mode_cpu()\n",
    "net = caffe.Net(caffe_root + 'models/bvlc_reference_caffenet/deploy.prototxt',\n",
    "                caffe_root + 'models/bvlc_reference_caffenet/bvlc_reference_caffenet.caffemodel',\n",
    "                caffe.TEST)\n",
    "\n",
    "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n",
    "transformer = caffe.io.Transformer({'data': net.blobs['data'].data.shape})\n",
    "transformer.set_transpose('data', (2,0,1))\n",
    "transformer.set_mean('data', np.load(caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy').mean(1).mean(1)) # mean pixel\n",
    "transformer.set_raw_scale('data', 255)  # the reference model operates on images in [0,255] range instead of [0,1]\n",
    "transformer.set_channel_swap('data', (2,1,0))  # the reference model has channels in BGR order instead of RGB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start with a simple classification. We'll set a batch of 50 to demonstrate batch processing, even though we'll only be classifying one image. (Note that the batch size can also be changed on-the-fly.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# set net to batch size of 50\n",
    "net.blobs['data'].reshape(50,3,227,227)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feed in the image (with some preprocessing) and classify with a forward pass."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted class is #281.\n"
     ]
    }
   ],
   "source": [
    "net.blobs['data'].data[...] = transformer.preprocess('data', caffe.io.load_image(caffe_root + 'examples/images/cat.jpg'))\n",
    "out = net.forward()\n",
    "print(\"Predicted class is #{}.\".format(out['prob'].argmax()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What did the input look like?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f665b02ae90>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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aFBEDEXgGvuM/ipJnZ9AkSpbMwhTwHCkwJnMZr1Sb7+TElEmZLR450SQv4vNE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j8g8Y0E5sQgZRapr9xNvdw8nJ48ctJnjbdfcsGaFU4H8rBrKn2rb+lN19TDyyWdE/692bnX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VMSZNZPf69tpf//nz5+0xIty9uY0J26RJTkdUL28UdfRzskUEN/L8wfemt9Ze/m1337kK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\nIBAI7BP/B0EEnTIvM42+AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f66a46f8a10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(transformer.deprocess('data', net.blobs['data'].data[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adorable, but was our classification correct?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n",
      " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n",
      " 'n02127052 lynx, catamount']\n"
     ]
    }
   ],
   "source": [
    "# load labels\n",
    "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
    "try:\n",
    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
    "except:\n",
    "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
    "\n",
    "# sort top k predictions from softmax output\n",
    "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n",
    "print labels[top_k]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Indeed! But how long did it take?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 loops, best of 3: 7.14 s per loop\n"
     ]
    }
   ],
   "source": [
    "# CPU mode\n",
    "net.forward()  # call once for allocation\n",
    "%timeit net.forward()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That's a while, even for a batch size of 50 images. Let's switch to GPU mode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10 loops, best of 3: 90.9 ms per loop\n"
     ]
    }
   ],
   "source": [
    "# GPU mode\n",
    "caffe.set_device(0)\n",
    "caffe.set_mode_gpu()\n",
    "net.forward()  # call once for allocation\n",
    "%timeit net.forward()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Much better. Now let's look at the net in more detail.\n",
    "\n",
    "First, the layer features and their shapes (1 is the batch size, corresponding to the single input image in this example)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('data', (50, 3, 227, 227)),\n",
       " ('conv1', (50, 96, 55, 55)),\n",
       " ('pool1', (50, 96, 27, 27)),\n",
       " ('norm1', (50, 96, 27, 27)),\n",
       " ('conv2', (50, 256, 27, 27)),\n",
       " ('pool2', (50, 256, 13, 13)),\n",
       " ('norm2', (50, 256, 13, 13)),\n",
       " ('conv3', (50, 384, 13, 13)),\n",
       " ('conv4', (50, 384, 13, 13)),\n",
       " ('conv5', (50, 256, 13, 13)),\n",
       " ('pool5', (50, 256, 6, 6)),\n",
       " ('fc6', (50, 4096)),\n",
       " ('fc7', (50, 4096)),\n",
       " ('fc8', (50, 1000)),\n",
       " ('prob', (50, 1000))]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(k, v.data.shape) for k, v in net.blobs.items()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The parameters and their shapes. The parameters are `net.params['name'][0]` while biases are `net.params['name'][1]`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('conv1', (96, 3, 11, 11)),\n",
       " ('conv2', (256, 48, 5, 5)),\n",
       " ('conv3', (384, 256, 3, 3)),\n",
       " ('conv4', (384, 192, 3, 3)),\n",
       " ('conv5', (256, 192, 3, 3)),\n",
       " ('fc6', (4096, 9216)),\n",
       " ('fc7', (4096, 4096)),\n",
       " ('fc8', (1000, 4096))]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(k, v[0].data.shape) for k, v in net.params.items()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Helper functions for visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# take an array of shape (n, height, width) or (n, height, width, channels)\n",
    "# and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
    "def vis_square(data, padsize=1, padval=0):\n",
    "    data -= data.min()\n",
    "    data /= data.max()\n",
    "    \n",
    "    # force the number of filters to be square\n",
    "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
    "    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
    "    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
    "    \n",
    "    # tile the filters into an image\n",
    "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
    "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
    "    \n",
    "    plt.imshow(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The input image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first layer filters, `conv1`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Za0weplIlJAiTNjTE3L0BseaoRzeB3MrEudFmKLutE0nuO04dg7r++mZYvoZp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffaf3877710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# the parameters are a list of [weights, biases]\n",
    "filters = net.params['conv1'][0].data\n",
    "vis_square(filters.transpose(0, 2, 3, 1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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FqL8h+0P735tfYZ47YLtf6/W6vRvoj6drA8tfqVSMNea9lT0OHfO1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NzOz+/ftmNp9PC+Uo9m/WZjG8FPb8+fPWuCp+mH6/39IWsYSuNFEpbZAaL2Um6fV6rf5i7jNG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kF/ssq/d0gM643H2LLoKzDuufuVNthPRoWxrr3BYICdS0VEiiKyJsON1Iff+Pz/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\nIiIiIvaI/w/CAMCOMj3yxQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01f952d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['conv1'].data[0, :36]\n",
    "vis_square(feat, padval=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second layer filters, `conv2`\n",
    "\n",
    "There are 256 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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cMjb653t79+5NrZ2Mk33RtSMBc+GIXGBriq3Ra9euHVgDAfMOTbaWQJvB/DvP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eAs0sCFpoE1L2tXpbzYhwPtJPN5srboAqkeC/Jgi2WfVcgWhbJ8Rvk54FmmPfN7KjPdOwLW2qst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\n4PkJJ5zQ2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vkW9kWom+f8nVmNPc/2IfSehp+bo8effPLJzrrg9w3ruGnxfpGhWqQqKioq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\nDWXinPl/+fLlzfjPPffciGjLDyFTzNF3v/vdkb5Z0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ejez2XdZZX8s0rlhpk0QBY7O+S5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2d3u9KaFmFR6l/6yHWfuiM3PBwsJCukeb4gnZnpc6UuPxeM94PL7z2X/vj4i745kD0v8WEZ97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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01f42290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filters = net.params['conv2'][0].data\n",
    "vis_square(filters[:48].reshape(48**2, 5, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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L1Gr6zqeV4Jso73Xgu3Llyrjf09vb6+ImpvOmTJniYv29+l1adL26/s41TfBD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\nMQ8HvQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01f42310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['conv2'].data[0, :36]\n",
    "vis_square(feat, padval=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The third layer output, `conv3` (rectified, all 384 channels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lFCnn4IMPltTUH+Kumrv9vp677yrgNeIt9J254l7junXrJDUxUl5Hyb1rFCr3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TNFY0nTFozxReVPqqWU3R0Lm7kRlY8+h/IW+S5F+XUiyPyN8heps0SQMpZdCQB8VSKfFWCOop1Q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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01dfb3d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['conv3'].data[0]\n",
    "vis_square(feat, padval=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fourth layer output, `conv4` (rectified, all 384 channels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WYJccl/GgqvLdd98tqbMPvHHswpVHlGf6CTtFCaNadS5ek7/zfcZp7/Nt3759\nn8cArtVJVbFPwbVhw/QpfcKYsSaRRcVrTq2trW+FwnD66adLki699NKZv9fuW5pSVxkz5ytf+Yqk\nbg1hLUzxt3/7t5I6RSoHay39iirJ0wHWQmw1p8i17obgsAbl6jzNm9z1oc6ndqXAnua1u0gtXg8r\nBfPMsxGHygwORSoIgiAIgqCRdVlHKocrVNxtcteKUuJ367m4Au5+8Sa5W0/VP4K+Xo/H9ngcBbVm\nuD6vO+R4zBdQAwQFguN5hXL3WmqvD2+S6/Dve/+j9PA92ofXu3Pnzqrze2ybK0mujOCNpeyC/sjV\nhmm1g9xxa5VdVA68e8bZz4MX9+Uvf3nN46CioMpwXFdXOD6qDSqC16WC1E4EXueN+bi3IpyrMeek\n5jxzgT5g7FwVZC1xj51roDI07UGF5bx+Le5Zp1TIFPQlaxKqndcPKlXuaum75yAqZyr+0mvtHXPM\nMZK68UMtLR1/joetuaLEWp/a2461hDVyWZWbFOzmgZ3wW+LzIqcsLora/iZmD4baKzAUqSAIgiAI\ngkb2S0XKIXaDu9dU7E7uebrHIHnGSulxakH5Sj1/53y0A28il1Xnx8fLw7tKVQwvxTOfAG89dT2u\nKOI1EttDe1r3KMTLTMXmuBKC4pPaC3C9QYaYZxbVgtqCaoJy6jBe9DN26vOE+UWcSyqOCdZS+GgT\nyg7nTHmu3gbmAmuGn8PVy1xMDHOAa+OVjEnahbrq8Xetc88VJ2zXK6UvG6jorF2sSfQj40mcKP3P\n+/RXKh7RK2P73nMcB7sgSxDIACZbkOOn7Cs1J5YF+ps1lrnJ2r/s9tL3aY/HibYqiqFIBUEQBEEQ\nNHJAKFK1d5l4b9yt87wfZQUvib/zfDlH7V0v3gxxA/zfY2LwkvG2UGpK93/CC8ML59X3PKsltbdf\nzot3lQCvCIWidL+qFB6/4ePhChoKVa4OVoq+NX3AY4daswCxC15bFSlUFD+u42oC7fV2oyLllChY\n67qZI7y27tGGR048Hm1n7gOxVK5yY+Oofygb3me0D5vO1fXJkfq+11saitqYtByeJcgaQowXcxNF\nz6FOEMdxVd7bic26gskrdoRig10QM5SrGdc6t+YFa5//pmEvqT3x9jeYf7n9aFOEIhUEQRAEQdDI\nAaFI4aV59VnP5vNYjtIdo/1zKFTc7aMYEfuBl5rzvPFm+D4ZInj4wPVAqxeOF0LdJK6r9XhD1WjB\nq3RFiHH+xp14AAAgAElEQVStBS+S/vXMqKH3n3RvtlQpdPz6W/sXe2ptB5ClR+waipnjStRQrKVs\n+i4Htfj3+D/n8mtIxcB4XSEUFOrXAAoJcXv0JWtEbfYbawEqqKurKDYei9XKUEoUpBQB1iBXBJ3a\nuM6cAnHVVVdJ6tbEeTGUspoDe2Yt5P/Yfavqvd5oVaIgFKkgCIIgCIJGFqpI9Y2UL8U9Yrw1zotS\nxJ5lvJ/y2vAuiXvwu1m8CN+fCAWFu3zPlkNx8P7Aq8XbJDMJ3Gv1/ZHcm0CZc4+eOA9qi/jed4vC\nFSNX4Oiv0ngEavfQ7368oeE8QylBfaGfXJGr9TqJXeN7qZ0C+saJpGLM1jquZ131xRUdn+ullceZ\na6wprqYSi+VV/Wvj8vh8SpFDHaWeVSrWaNmg33N1tRgPVPtUTTLIxaShuLEbxLxinnyt90zXoZRA\nlE/OR//Rz8QA8lRgLGVsvROKVBAEQRAEQSMLVaS8wvFQpCp649V4LAfvczde6nUQU+TKDs/p8dT9\neb1nw3E+PG/3nvD08Qq8v4j58XiOFKnYIo8vQUnx2itj44ob4+l78Xkl91I78npGOUWxLyh9eHeL\nxq+3b/wD9pfy+hkv79ecGkC2Kv3mCvFaGWOpulBDx71B695q3h72kRxKHU3t2sBalIs1WlZyCh0K\nIjaW+3zOLlh7fM0Ym9LdEvrC3EWBwk68Nhz9EIrU2oQiFQRBEARB0MhCFamx7ra99gVeqSsuvI/3\nltszz6H9HqPE+65IuVcIubt8YoCIrfG4DLzw0kwV2ufeOtmGeHPEjs0b9xLxjvDWUSL4P9ddak/Y\nAcd1BTNVp4rP1dZW4TxD7evUl9Z6WClQjrhO1BVAAeb6XYFN2T/KZKq92Cv7q0mr50ZfJYq4Sc/s\nHRqO3zd7CPy66StioqgMvuy4eo4tsSam+muo35YDpY4SCiXZidg5sWGp+MfgEZZjZQ+CIAiCIFiH\nHBB1pFASPFsJjxiFojSbyrOwPJbGs4zwmjyTpDS+guw5lBhvJ++jCODduuLmx6PdfN5joYhtGcpL\nLiW3pyCkFKUcrqB4XS7+jldLv7DTPP2/txKyL5773OdK6vrdK9PPG+zX7QgFkvmA3aRqGdFP1Dej\nn8gEAs8exdtlHvi8hFzdrbWyfVtrizmMFXGJ2N5Qx3foO64ZRSlVmytHqrI5WXvrBc/CxBbGzvQ+\n0GANZC6zBq/XWLp5E4pUEARBEARBIweEIkXMi++71Johg0JDnEFqh3i8y1QF7VJQMPBOPaaE/btQ\nDjgfn8/tYE9WGechjoL9pOZd1da9IK6PSvBcJ16pK0o5vHYOx33Zy14mSTrppJMkdfaBN0ycCf1X\nqkihAnAc1I5FQUV+VyRdkeJ9FL8HHnhA0uqYNY7jtW6AcfJ9zDx7Dzgfiih7RzprxfnUxsZ43Sbm\nbEoVHSv7DxXb48ZOPvnkQc+zLKoovPjFL676fOlaRC08YuboT/q3FuYMleF37dolqVP61rtCRsV9\nFClio1gLcvW49hf4LaHOWum4hiIVBEEQBEHQyEIVKerD5HbQrgXvAVyJAryUofeSc28PL7ZvpgyK\ngMNxvQpzynugfdx9076hvFS8/NYK3q6Y3XXXXZLStVX6tttVBpQmzz7jemqrZl966aWSVo/Porj9\n9tslrY59Km0fdo+Sl9szEsXTSWVE4QWnvrcvahWjvlXmh6pTRTtQ6VD7atVWBwXG91RzUAFRXcH3\nmPP4t1TVeYc1wWsH+lMBdotgDm7YsEFSlzXmCpPjew1yPaiobnPYGp8nUxTbo19OPfXUmetgLeb7\ni1KkaA/ji6IEXA/jzvVgt/yf6+e3kjWX/kbJ5HyM96Iyu8eCNbB2rQ5FKgiCIAiCoJGFKVKbNm3a\n8xzSlRG8Ct8jD68C743sH+6WeX+sCtJrVVKWVu8Af8IJJ0iStm/fLqlThvCOuPsn1or/c7fPdXNd\nXD9emHupubtn+pP+pr2eDUhMVN+K3ng7HBfvhXbnapK4d5+KkRmLW2+9dc33S/dVc5ZFiYJ5x7zh\ntXp2H9A/zBPsx9Uir77McYZQUpkjter0aaedJqlTL135Qamgral9IcmA9DUwF1fJGsjxfb9OV4q8\nr+hL1gKPIcopWW5LrC2swShA3q++n+npp58uafW+oqimOSUK+Htqn1S/Ps8Y9ePT/zfeeKOkrn+p\nOTjvfUjpX8bba7O5vdBvXsuN3yLexy5QAokj9fHn+D5nD3RCkQqCIAiCIGhkMlYWyj5POplMV1ZW\n5n7eIAiCIAiCWlZWVjSdTtcsJBeKVBAEQRAEQSMLi5H67Gc/u+q5K7ERPH8le4vYHp5H89zdY6d4\nrs5zX56759QvzuvPm2vhPLnz0d5UpfIctPc973mPJOnjH/+4pC52i3gH4hBSewhyvR6XQSwT/cA4\nvP71r5ckvfe975353ljQj6XnIxandV+o0vFLQdwB45mrCN/3fLWsl/MRY4g9k2UI2CfrBHZ87rnn\n6qKLLpK0OjsL2yZmxGtYbdu2bebvxAsC2U9Ut//FX/xFSd3cY8yJwWGOe40ttwmuhe9h4/z/0EMP\nnTnfosaO9qRivEphjnIcYqLe/e53z5xvbDjPFVdcIamLCWLt2Lx5s6Que43Mct5nD0Yypvke/6e/\n+NzrXve6mfOODef5yEc+Ikk6/PDDJXVZmNjrddddJ2l13C91pchOZJ5s2bJFUhfvSM2/F77whZKk\nP/uzP5O0OuPZYxCZs8cdd5yk7jcqlcHPbzrtOOecc2auc2xy5wlFKgiCIAiCoJGFKVLf/va392QK\ncHeaqsXBXTDeGxkZeKR4OSg8pVl7XgMGL2vjxo0zx+PunXo57lV67Q7u/rk+9445Lt9zRYpaKnzf\ns8W88jdZbe795vYF8/4mA8MzMfz8846rKz3fUNloVC/Gi/IK5p6FR7YlagXjhr1gt1Q4H3on9daM\nsxQomtjBvLP8yHZNZax51uneVchTGZ65SuU33XTTzP8d5oBng2ELqeN7/STWKtYostKwCfqa/7fu\njYeK71X8WxkqO62v7aMMtmbQOihI1MdiLWZcvAZhaX/yG9G3Tllf6G/f75LrSu0E4DULmRc7d+6U\n1NmD7wyQmj+prE0UqFz237JnB4YiFQRBEARB0MjCFKknPelJq/aGS3HLLbdI6pQYV4S8pkWq2ipe\nIYoQSgGKEV4OihKfwwv1+k08B/dK3HjFqbtovJSUt4KXkPK63IvwPeHw2Gv3HUvhXgbH71tvamhS\n9Zo8piYHXirXnfOGGMerrrpqn3/H3nOxUznwyhlv1AeP62kFdaV1b0iH9jLPiNNABUgpXv4+85f4\njVSl+33BNfmxS1VPV3FT32PtYG6iDmOL1I3yueQxIrVzjPOmFCnUbo9hWS8wfuxBeP311/c6HoqN\n21Cr4oXSyLj57gHzJrVHnj/VKIX+5zfPK9PX7mWYit91mD+ugJUytJLphCIVBEEQBEHQyMIUqYMP\nPniPN4fXlPP83ZPnrhoFiuewxE44HvPhd+t4EVdffbWk7u4aD532epahP//FK+T92pii3N5ljlcz\nTnn4xx9/vCTp2GOPldQpbcSkpPD2L5sSlaO2snhfxShFam+5WvCeUaSGUqIcvL/UXpWlMA+82nZt\n7BXzCu/y/vvvnznuvmCu+t5ztbhy4RnFtIXYJl8jeGXNYw1jLXJq1w7aRyyLs16VKCD+cOvWrZK6\neMbdu3dLql+bUopI6xo31L6x7IGHPaHioqCVngeFDLvgt8t34ygFJZVxcGVrKBXbKd3TMQVrRyhS\nQRAEQRAES8bCFKmHH3541V55PG8tzXTwWi3crabuirl75pW71JR3yl0w7aR93M1zPrwHQCHjPO71\n0L7nP//5M/9HIcLTLvVGc9l5gLKGMjKW8rLe8PFbVmjnUMpWDuZVX2/Q7SyV4ZaDeep7Oe7tZaZi\noLxWXC30gdsKqh1KgdfJQVHAkydTFwWKsUT14/gcZywPuhbPcF40KDL0F7XHbrjhhoW1aUh8jnst\ntVLoH//tap0H/KZ57Uag7lYpqf1rnb4ZyTyVQEFmDRoqjjgUqSAIgiAIgkYWpkh973vf2+NV+A7m\npYoUd5m84jX5823uwt2r5NXPjzfL3arXV/LMBM/m43Pf+c531mw3x+dzRx55pKTubh8v1mt5pCh9\nnk98BArZelGk+nrDOSVnXgpPX1Lt9KzNoVSDsdSQ1jgK5jnqDfNw77pxudin1nPzPffkmUOsFcxd\nYqBoI2sQyhRznawuj9OE1qyvI444QlIXQ0SdrNr4S1gWJYo1mvHgeuj3oWuqrXeYM/SH23Gt2kw8\nJjFbXrOxVuGZV4067ILfAtrNPUjfemuhSAVBEARBEDSyMEVK6ryIoSooc5ed2s+KbB/iE7hLxdOn\nflDpebi7xcsEMhpy2UQ333yzpK5yNgoWXkJt/aNS1osSBX29YcZnvShPtXi2amsM0ljQ/9SeIYYQ\nxas29grVhuOksnT3hrnoVf9LbYvvuSLFNTAGroqzpnHtfB4lhVpa2GaqRlwtKAe0Y+hq+g4KG2si\na/rQtsjxUaa8Nltr7M+y0XffUODpDnZF/zFevj8oMX/8hqV+K/hN6vub7fHGY0F7mWfUoqOf+ypS\nvW6kJpPJnZL+SdKPJP1wOp2eNplMni7p/0g6StKdkv7XdDoddxYHQRAEQRAsgL6K1FTST0+n0+/t\n9d45ki6ZTqe/P5lM3vno/8/xL04mk1U7iveFu1u/S+a5MN4nd7/+/LgUvC28H8+aKz1eqgosXihe\n19CKFFDlmP7Bi132fY1qSe2/tr8xtDee2wOzFLxcMmZQZ1qzAfGSU/N9X/SNnXEP3f+f2gWAa8UW\nuWbmGnMQpYA577sm1EIG8NjQD4z1UUcdJamLzRoKbNFr+gH9t97V59oK4SlSNdwAxdKfDuXqTPlu\nDa2MrUQBaxlrBfZRmvGePf4Ax/CWvFLSnz/67z+X9AsDnCMIgiAIgmDpGEKRunQymfxI0iem0+kn\nJR08nU5JDXlQ0sFrfnE63XM3SMxS31gY7r7dS+QulFfuTrn7JhYpVdMi5TnzOX+OzfFz2XTc1ZMB\nQawH3x9LSeF8VDrnPL6z/f7C/prBg9fo3uSygWrA/MG+W9UDrpf5My+vVlq911cuC9AzcLlmlCav\nhedjONZebUOpjQ4xOKiPQ+9xRsYm/cR48Nuxv8RIDRVbxm+azxGvtM/5XO1Ngd30XVsZP377ON7Q\nv30+r1g7hooX7nsj9eLpdPrAZDJ5lqRLJpPJzL4E0+l0OplM1rw7+sEPfjAzaGOVlg+CIAiCIGjl\nsssu2+ffe929TKfTBx59fWgymXxe0mmSHpxMJodMp9NvTyaTZ0tas5jSE57whD2e6HQ6nal03hc/\njlc894wdqg2XVlkFrx8Fpc9dUzuEj31TibeBklZarypYLvD+c/WjWuMAhlIrUHQ9/sL37SoFRZU4\nojvuuKP4u9RsI1M2B9k9vLoHnovP8s/TF4wV8ZDEJ/oYjhUfObQSBazpXPdQlaMd+gUlg6capTUI\n50XrnnapfktV7k/hvyWeIe+/lfQj7+cUp6HUYNaoeWWU19rlGWecocsvvzz59+Y7l8lk8qTJZPIT\nj/77yZJ+VtKNkv5K0q88+rFfkfSF1nMEQRAEQRAsM32kj4Mlff7RO8kfk/T/TqfTv5lMJldL+uxk\nMvlVPVr+YK0vP+5xj1u1l5e/lnpjKEl4d17XCc+duARqZ/A9dmpP7Yzud90HHXSQJGnz5s2Suuw3\nP19tXADt4fvEAwwNcQt4Ja3VjoNhcCUUO2Z+oFK4iuCxUdgxXjDqACrMonDlldotrd4sSvBacRrs\nucZc5jPM2S1btkjqPG4+554+Y8JaRAyJKwy1c5wxxvNnjUupicRUrRcYC65rrPg1bPvQQw+V1I3n\nWDFlrZTuOuGk7KG2bpN/PleXKhevyNrk++S2wnxgvg2VRTdvmm+kptPpbkknr/H+9yS9rE+jgiAI\ngiAI1gMLi/DeO8AcD7M0281BaeJu2WOXNm7cKKnzhN3L47l6qnYHx+Pumbt8drrmLp59rWqzkHxX\ne+Ilhob+Zp8hlIxlz2qjJg39zXjQb4zr4YcfLqnz5tgJnnHFvlAX6G/PxJo3xPyQNYlawbgwTrQ3\nFVvEvlFObQzS0KB4Ms/6Zszs2LFD0tqKLTbuajbKEx45NoIt+ZxlrpfGUqXwjF/WNo/RwCPHlrHR\n5zznOU3nZU3kuOyvWRtjUwpziz3+xs6e8+MzV5ZlT8ChQElFCaUCd6nShxrN2sDa4hXhsUevZ4ad\noPwdcsghM99zBal0Nw6+x5rN/8dWFD07kH5kTfV+LmX/yBUNgiAIgiBYAAtTpL7//e/vuRskzqA0\nU8DBe+Mu+Pbbb5ckvfSlL5XUecDcleO1cFfN3afXmvA4BsCr5Lju3ZVmxHD3y10+xxvLq+Kum+te\nL7FRKFHg44G37ePhrw797HEuZGihXgydeYTqANgLXhneIN4TXiLfQ1HcufORaiOMo8fYcVxip1K4\nSoHdp+pSEWNHP7FHJAoRChvkqn/Xwnxfa1x37969z+8ypq5GMjdSqh54jJR7sq6m+155jAlKFZ/3\neDiuLaWIMcaslXyedqBIMVc4H/GhjFlOmeJ41IXymC6uH9Uf26SfUZNRGlAssK2cAsH4eN0r5jyv\nzrLuO1mL27rXYmPupn4zfQ9CPs9awTj69xln7Jd+R7nlNVfp38FusSvf+7K1Ij1rlu+aQHtY41P2\ngJLK2sY9QWmccihSQRAEQRAEjUwW8Ux5MplMV1ZW5n7eIAiCIAiCWlZWVjSdTtdMKwxFKgiCIAiC\noJGFxUidd955e56vE8NBfEJtxDyR/8SW8Fz0jW98o6RH7iTnAef59Kc/LUm69957Z9ozFDzvPvfc\nc2fOC8QpEF9AxhLfe/nLXy6pi0+45ZZbJK2uguvPlTnPH/3RH0nqnh8T30H8BfEJjCvPvXkejgrK\ncX2fMZ5vv+Md71jz+saC83zhC4/UkGXcvF/oT/qXzBjiCog/IQ6A6+T5O3EOv/EbvzFz3rHhPO9/\n//tn2gHEKRDjRHyEVw6nVhP24XE8HOc973nPzHnHZmVlRe973/skdTbGGPi+hEDsiSvzXHuqajzX\ndMEFF0gqr3mHLXH80pgQzpeb67SXvcq4PuYkNugxR7Sf988666w1zzcWnOeDH/ygpPI1k2wyYnxK\nfzs432c+85mZ97l+YrvY9YFXfrOOOeaYmXYSm8dcYJxZA9/85jfPnHdsUvbieDwl1+O/zWSSeywV\nMW9nn322JOlDH/qQpM7eOF7fCv3EdBEDVdufzLfWDPXceUKRCoIgCIIgaGRhitTDDz+8x2tCiWjd\nIZysJc94qQWvru9+TShrY+0blMsKTO2gzfcuvfRSSemMDZSlVF2tlNfH+Xj1bDK8FBSbVFbYWPtz\nlYKySeYR40h/4V35q9flwnvieyiArZkpQ5GqQUM7UVJTbN++fZ9/X2Qtn5TiVLsmlHqutZ427WCt\n6WsLrDW5bEOv4bWs1K6Z999/f6/zsda4ik79phtvvFFSt5bxSsasg8LD95cd7M9rL9Iv2HdqPrj9\n872h13CvgF7L2LUSQ5EKgiAIgiBoZGGK1N7gnXE3T20QYi1yHi53062KFlBL4qabbpp5/+CDD5ZU\nXndp3l4f/Yc3tW3btpl2XHHFFTOfTylB9CPVlInt8TpOeFsoSw41Pah7hLdHLBv/57iLVqAcvM3c\nvlSQGm/sGS97rL0T9xe8Cvj+zFi2wP6f1HVijhLDQzwiNplaC2pJjR3toLbfspFa21AOc+qsQywO\nv1nLXmmdpw+nn366pC62i+uuHbex63e1Vj4nlpDfctZsYidT++yWEopUEARBEARBI0uhSPGc2+/e\nS+/miYto3Wkb7rvvvpn/c/dauwP70PtY5eDuH2/Ivc5SUJBQUvBKfK+21Lj4nnZkugB7yY1NrjJ3\njr5eOtePtzev6543qWrefY831Hw+EMH2yCQ95ZRTJHVxbV/96lclDadEMdfI8uIpAllvy6Y250DB\na1WS+B5PL2p/O+YNaz2K1GmnnSZJuvLKKyVpTxZsKWOrya1rAr9NL3nJSySt/o0KRSoIgiAIgmBB\nLFSRwnvBq6lVULjL5K6a556le905/vyVvcS4e/Xn6YvCs+nweoiV4v+1XhWKFK9kSLhX5dmAgDdS\nqsj1VY5S8Jwe76VWIWRfMd+PDMUv52Vjf3ye5/McpzWDhJo5xLLdeuutTcdhb8fUPmU5mG/YSd/M\nKUCRql0HPOPoQIQ1ijFFUcCWx8ok3rp1q6ROAcP2eR07W2osWpU0ftNye+AtC/ymfeUrX5HUrcX8\nlnoNvRzLer1cD1mKxEO33is4oUgFQRAEQRA0sjBF6jGPecwej913hC6N+EcBoV4P9M3eox20D4Vj\naLhurqP0+bI/J6Z99APtrq254Tu0c9deWyunNMtyaCUKPKYrRSrGh370SuvEgRDzlPPu6bdNmzZJ\n6q9s4iVv2LBBUuf91T7fx2t2UM7w3jg+iiT9xPv081D11zzLsTQeotZr3p/AJplz2Ag2Wqta1sb0\noICxVqDiY2MoYtdff72k4RSA0ozuVrDp2rWP3y7W5EXXjCvl85///MzrvPAK+2PBuHzjG9+Q1FVq\n57eobztCkQqCIAiCIGhkYa7ck5/85D137XiUtYoUcNePl5KqyF0K3ghZa/x/aFCMOH5pnSq/a/bY\nJLzS2ngI7tLxwrhbH1qRI0aH/l1U3aCU4uGxTMRy0R/UmqG/Ul4xGSHsy9U3loe6VvRba6ZJqoYR\nSm5qDz5/n34aKu4GhYv1oFSRKq33tQz03fPLcVUVFdXVXpQh4tpSmaS17WLNolbdli1bJHUKFZmr\n/L9vnClrO3NprHpc2Lzv35qDObKebHJISpUdrwDP05Cxa+1RF4tXnhb0tc9QpIIgCIIgCBpZmCL1\nlKc8ZY/SkcqQ4K4VxQnvwPdCw5NFGUjFgOTA2+H7Q2UjpSCThh3ZW8Eb5bXv82YUD7yLoSu148WO\ntRdhX2iXK1P0A15nLj6DzzPOfav9cr6+NU9S/Z5SBudVC4j5N1Y25yIZWokCPPlcZioqH+1I0bp2\nYOvYODbPWjrUXGft77vG50AZmXdNwPVO6S4j/KbzG8tv/bxhfFv38INQpIIgCIIgCBpZmCL1pCc9\naY934TFOniXE3SLP991DxpPu68FynHnviebZYbUxQ3jw3F3jpaJg1D7nx3vleChTfSGeY9l3oMe+\n6D/Gh9gxxilX2Zt+QzGNSt37Brsfyt6WibHq65SuFShNtXvHlcLTBdZoxpC1qHWPNGCusZaVHg+F\nhLlbqnzQr+xu4btepOC3igzYsbPRxoLrqK0NyDiVwryY99rIbxz29N3vfrfX8fa/FSsIgiAIgmBO\nLEyReuxjH7tHieJul7t3PH6UAd9R2p+/rvdYir7tx2vyGBPqIeElXHXVVfs8DjVpTjrpJEnDxVzB\nelFkuF739mk/Xgz9nbou+h8vmMrky1r9F57+9KdLStfjwp74HJXuWxVV8MyzYDio0j8WrOWo3q5o\nlKrhzBkUA/9N4Lip3RUcn5uuZHkcLk9FaAcZt2Tg5tZCaryRib3scz0FSl5t9mFrHGhuLR0a7Ag7\nC0UqCIIgCIJgQSxMkXr44Yf3PHf2GCEyS1CqiFkaq4ptiqF3tx8L7q5dSaE/S2NO6F9ea+v51MI4\nU2sGezj66KNHOV8peJV33HGHpE7hY0d77AIvJuVt49UyLowD1Z8XBcqjxwKimFFTharY/jnGyxmq\nHtiyz7dgNazVPC3w3QFK8YrgKBwoR7yWxn3mMk5Za7yOEWsg18V5U5XOWYOp9E6dIub8K1/5yn22\nY9Gw1vObQb/WzulWBW7eGdzYD8pb36zaUKSCIAiCIAgaWZgihbe/N6k95+atRMGyesa+tyDPsVFK\n8Jpof2mGC8ehSjHxAp7pgzKD93jzzTdLWj1O1MfyWDjg8/58elHjDXilHoeBt4J3mosfIC7Fvdh5\n10zxyvyprFRquuTqp2FXpXEqYzPP/iQrbX+ltfo+ys7GjRsldZXU77777qrjpGxvqOw/55ZbbpG0\neq1nzbryyiuLjoPyNa+aayly9bVST1lYm9l1gv/XZlj7XMSeULxc8aE9vM9v/5FHHjnzfdZS7KoV\nlMMTTjhBUjefifdEUawlFKkgCIIgCIJGFqZIHXTQQXtiNQ4//HBJqxUV7g6pkstzVGp0sK8T+/UQ\nY+OKxubNmyV1njjf5zwoC763GooKMSMcFy+L98nogFQMCs9hOT7n9/byORQfPpeqqJ3aN6uVa6+9\nduZ8Dt5BzvvKVbdNHb/vflx9SXnRpZlPuf2mfEd4vECe22M32Dt2QGwScQx4edgT8wQvEqUPb6u1\nvcwD5hleHN5vab9s27ZNknTYYYdJ6q4TxRO7Zh4yD1DUOC/9xbyYZ/VpVyG3bt0qqWsrVftRjRkr\nqtET80Pfcc18jrHm/z529AXXTl+6SootpFR1xhLPv29mrs8Z2tO3Cv/YLOqpAzbM3GMu88oa4QoJ\nf2fciLfEnjz+EgWHtYA1JpVdx9wrnVOsPYCChJ1i38wP7NmzJfmtYK3BHlEosee+6jO/Wdu3b585\nD8dvJRSpIAiCIAiCRiaLiEeZTCbTlZWVuZ83CIIgCIKglpWVFU2n0zWD0EKRCoIgCIIgaGRhMVLz\nUKQ4x8UXXyypi19IZVvxPNkrNBO7xfNUvu8xPpzvggsukJSuOTIUnG9e6t56Ox/jyXj53oEeF7Ko\n68NeqFBPXADxMrST9hMrRXwHnyc+wfeqhF//9V+fOe/YcJ7zzz9f0upK6FwPcR/g8Rn0A/MQFd13\nPnj729+evLZctXayeXJxf/TtOeecI0n6wAc+IKmL3yIWhDEj9oO1gO8TQ0UcHJ/jGhljanu94hWv\nkLy2rVYAACAASURBVDT/sbvwwgslDZ8tB8zFc889V5L0kY98RFJ9Re1aFjXXL7roIkn5jFevAcj/\neU1l3hJj9I53vEOS9N73vldSN2d870GH2DnmoM8X5ipxwKwxb33rW2euc2iIxaIuGef53Oc+J6lb\nA4g9Y17deOONkrp+fOELXyipu/5du3ZJ6uadx6Dt3r1bknTmmWfus32hSAVBEARBEDSyMEVKWh25\n3woZC7y60oCXmfNyvJ4Rd6fcneNt5qq9krFAe7hr533ullu9PM+UCNYGL98VjmXbkZ3MK1QI7CNV\nx4vsN/eiUnYxVMXxVvCi8W59PPBuyTiito97mcxPzxLcex7RF64is9akFKmcEuV7sAEKE33Mcfg8\nNddYe1AiuGaypLgG381h0bXsSm3HsxBL8bm4aFsdG2waO8B+UESxU/qF8UdRpX9SipTD3MHO2DuQ\nNYanNKyVrCG0i3Ywr1Be+fu8sjJTFfJZM0855RRJXSa/31Mwv3y3CfqHNRVFj/4urbgeilQQBEEQ\nBEEjC1Wk+ipR4HvEOa07Urvn7PVtUvvyeG0YXqlV0Vr3JrW/FHfZY8UxrDeIjcJ783HK1U2aN9gH\nYB+oFk6q2vKmTZskdfaJPaDO1HLyySfPtIf5SnxBaf2oXKygK7bEcWDnjFPJPli01eeYq3ql4JnS\nBreZXK00roHaXlzDzp071/y8z/HSfTKdU089deY49CmKwpe+9CVJeQXJbXNs6O/WNXto6H9i1Rjv\n3Lin8LUbpYXzUOOQNcxrFOaeqvhc5/MoTdgByhcKGe3YsWOHpNUKIzUTsR/U4UWPE9dFe5lnrFX0\nHyo3MVFeNwrFDcWO/indey8UqSAIgiAIgkYWqkjNi9YdnR2eY+d2NG/drydH6nlt7X5I+yuMD0oK\nSgiV2rGDZVOkiNshaw8lyuMRcs/rUWG4rr47quONUr0b7xU1pVSRysH1szMBiprv05Wbd2NALApt\nQjEAPFdiK3zu4/nmFAyPgek7dqjUxIwce+yxkqQbbrhBUnksU6nKzfGwXZQRjzvNcc899xR9ziuy\nM05DKyRcD7Fu2ODVV1/ddDyPeaPfUFCY86wFnnFcW4GbmD2P4fO9C5nbqRg11kx/HXufS8+gd3yt\nox+xA/7OuKXWEK/8zmtp5n0oUkEQBEEQBI0sTJF6ylOesue586233trrWLnaF0PFYi16Z+8Uy6Ks\nLBrUArxvFJM77rhj5v+ejblofG88XvH68E5zexCiuOGdY69ep6kUjoMChcox1l6I7NeGCoAKxHxe\nxPxDMWAsPG6NrB/6GBvLxXURD0bWEcoAsR4oBK02et1110nqPPprrrlGUqf6jQX9gEJXq0iVQoYn\nqiX1goZWpFCAiB3qW98qZ8PE9PA5z/L0GDJXWPz/zFns12MIUXKYayn1m/Ni79jtWL89tMNr47lC\n6vXasHfGqdTe6WcUNjKpS+dfKFJBEARBEASNLEyRevzjH1/8/J27aTIZPDYjtzP0omuxBPMB7584\nFSp+u5fqFbVrM5PwyvDiUFJawatyZcorsaNSoLB6nAvfJ1asNfOL72/cuFFS5xVSc2asmDzvhz47\nsnvWETE7tWsBaw6ePWMAHI8xS3noKAoch2wjlAeulXYzBq3xnah42CgeO+0fawzph7HrQfkcGSoO\nNsVQldZzCg4KiispKJgoQ1yvK1CuePl4+6vHADFP3P54JYaLz6HUAUok9sbna/sPu2WNZh76OHsc\nqce/lto5axvzk+svzXgORSoIgiAIgqCRhSlSJd4md6HcZXK3CyhTeIWRvXZggz184xvfkNR5a+6l\n+XPvWpUCRciVnlyF/RR473wPUJRKM7iwfzK1UD1qYwRpD6/UXknVPhoK778+uFrXqkqjfKRiW1A9\nUwoM7SCOE/UT1dRjiDyLqy/erg0bNkjqbGOomCmOh5JAf7UqgTmIaaH9fbMc50VpzA1KEmo6axuK\nSSqbzO3e658xtzwbLlcpnbmPGs9vsbcDZYjx53O1ihT2kssuRTliLfbv1cZw0Q8oYdhzjlCkgiAI\ngiAIGlnqOlLc1fpduddyCfZvavfx4nk3doIXhXrg1O4PhhdG3ILvTF57PD7v8Td4ja3eNt5rbWVz\nvOabbrpJ0uosWLxOjk9/94V+8LgP2t+3P/rAGnT77bfPvJ+LBfK6PcRxFu/h1VjZHOhTMqQ3b94s\nqYs1GUqRIrMUBYDrHav2V2tl8UVTGstFViLX6Xs6lsLaxPd8rSoFe7355psldePtSi2f43ytT4no\nJ98D0Mcde6MdnB9lCkWpdL75WhOKVBAEQRAEwcgstSKVqgmyXp6HLzvLVk8pBe0s9cZcESKzwxUp\nvP1SrwPwgvCSyMhqrWiP4obCRbtqlS3A28SLbY05ciUKLw2Fr7Tqb1/wLpcx+7Y0Bgg1HdUx9XkU\nK8aubzYaY0Zlbv4/VAwWkLnKXFtEFfoxod+Ym2NfH3OfGCDWmlqFkjWFNYvr8OOVxhLxPdZk/g/e\nL7WKFPaD8kT7uBfw337mn2dvMn+Isy7da5PPkx3pTwlShCIVBEEQBEHQyFIrUrBt2zZJXczGonec\n3l9YdiUKXFHh/+6NpHDlBC+H77cqNmRc9fXuvR14h61xDWSI4U25slQL3ifVfvH2Sr28/QmUHXDb\nSSlUXtcmZXO+z2DfTGRXNcmeuvPOO3sdNwVzEeVj7PpO84I5wLiQNVgLcYW5GoooSajdxABhD7SD\n8eU3EQULWAM8O5Tvo4CWqssnnXSSpE6x8b0RfY2q/Y3h+8wX5gP94Nn+zDevmYeyRC280rWKfmHN\njTpSQRAEQRAEI7MuFCmUqFa4yxwqpoO75JS3RQyJV9+tPU7wCHiD9BNeWK5qNePuXozXVmmtwjxU\n5tBzn/tcSdKJJ54oqfM6PUuNPSlT9uL11vDKWvfag5T9lsZr1MZhLDNeb8evCUXA15pUTIp78ChG\nQ1XSZuyZK9jsWGsOttIa37essMaQrYYKXft0hDmZUqTYw+7II4+U1P2WMG5XXHGFpPRvmdsT7UWB\n5DpQxmhP6W8jn3MlbCh8reE8rOVeS9LjST3brjamjH4mm7X0KUAoUkEQBEEQBI2sC0UK8Oq4+/QI\nfZQF94ZSXmIrOW+uNHsrlKgyUjFIuUwpvIuxsstK61sR70ANH9+fCu909+7dkjovD+8LL5J4h5Td\noHJceumlkjo1gviCF7/4xZK6+ZKre0VMFDVteEWVwXukfXi9nulCJg7tZjxTCpX3a00dsdqaY7W4\nCklfck0pD5YxoH0cxz8/tEqNDVD/auw1Z3/NqGYNIfuyNS4yty8nsVfXXHONJOnoo4+W1NlJLtbH\n59Rtt90mqav1xtzlN7F0v1v44he/uM+/980E96cDzAf634/LWsr73CPwNIj+LI0z5ekX44syfPrp\np+/ze6FIBUEQBEEQNLIwRWrjxo17vDPuJrmbxSP3Pb/wdPk/3hVeEHfj7o0OXTMlmC+1KgPeFmoB\nSgrPy71KrisoJ5xwgqROkSHOgOw3vDqeoxPThHdHZtdxxx03832y6Ry8KleqgOunUjvHoR2pGC/m\nlWcYER/hihX95RkwKE5407xynMMPP3ymne4Vk3FEOzmex2ugwHFe+hsv0sdvrdhHYkwYW85B3+Fh\n8nfUQq6dviLWgrEDtxU8Zq/dha0yBjmVmj5kTGhHawwKY8H3c6osfetZX/Qx/eCxXqzBHN9VYD5H\nv5HtxXHpL2Du3HXXXWu208/PdaZiz1Ct+RxZaq0wLr63WynMNZQt8L3vWFv6Vp73bD2vPF8K10s7\nU8oOMVfYHfOReZfKIMbuma+ME9+nn12RuvrqqyV118Vx+H+rMlab1RqKVBAEQRAEQSOTRWRXTCaT\n6crKytzPGwRBEARBUMvKyoqm0+maBeBCkQqCIAiCIGhkYTFSKysro2fYoHq1ql+19W84z/ve9z5J\n0nOe8xxJ3XNhnvsS28JxPUaF5+d8z6vYHnHEEZKkV73qVZKkT33qU5K6uALiPogLIW6B58e8TxwD\n8Rs8h+Y5vcfMcH0XX3yxpK7GyYYNGyR1z8cvueQSSV0GxOte9zpJ0sknnyxJ+pu/+RtJXbwBz8G5\nTs5HFd1Pf/rTkroquqnn88TYlNZ3op94Lv+2t71NkvTe975X0vi1cOjPCy64QFI6jgU7JE7lgQce\n6HU+nw+54zM+/P2OO+6Q1MUeeqbO1q1bJUlnnnnmmucbi5WVFX3sYx+T1MVoeKYv8Wy1Y0tsD2P0\nrne9a8855wHn+fCHPyypi5Mji4s5wxgxJh5jQxZYLgar79qZwtdU1r6zzjpLknT++edL6tYSYrZY\nE31uY5vEQRKLQ+wWawLn4+9vectbJEkf/OAHJXVrM7FcrImtNeZoN/GBY/VnitK1hZgnfhNa9wvl\nfBdeeKGkrv+5/qFZVH+mCEUqCIIgCIKgkYXWkcp5hXgrXk14XrRWYuYun+wvMgDwnvCueB/lBy+S\njAru6lFOOC7eMaAI4ZUeeuihkjrlyvdDooI23tk3v/lNSatr4WzZskWSdMstt8x8HwWHduHN4SX7\nTtxUFqemyZVXXjnzPdrJdXklcuwkVwOkttI46oRX/p533GAuowo7bFWicuSOj3qR2l/MM2N27tw5\nYOvqYOw8uwu1FZtN2UqqDo5nDC8K2u1V74F6QV7RGbWX90uzAZmjqcxnsuxQMpijrEFkI/J3X4t8\nLzOuC0WHv6fmPmuFZ+kx/hwnVTeJ/uO1776UMJYSU0tubcGeW5UohzV/vezjOhShSAVBEARBEDSy\n1JXNh1Ki8DLxVvoqDsQhoOi4t8T/qXGBAsXzerw73s/VCvGaKn63T0Xs+++/f+Z1165dklZ7Ydu3\nb5fU1VZJeU8oSO69ct2u6OA9usLzpS99SVKnBqBs4K1Si4frci+K/ubvqRozraz3PeD2l73sXvKS\nl0jq9hMDFFdis/YFtozCgKKCrec89JQnvWyedm4NwxaYY8zZXB+i5EBOkUJlR0lireFpAv9PVfT2\nOkecn7WS8/M51havQ+WxVKxFxE7xvaGUF8j1z4HGsihx8yYUqSAIgiAIgkaWWpEaiqG9SO66czE7\nKC1+l15bDdfjNlzx8WrLkIoDKd0Pi+P6cWg/SpVXccabJKsPL9D7AW+O9nAeV8By+0v1zf70OI31\nBu1fFkWqdsd1wA6ImSPOhrifElyBIhvJK3en4r1S+H6HQ9G6t14ulgeFyCuP5/A1LaW00L+p+EKe\nJtSMndTFPDFeVL33uElfIxgX3uf6uW7+37pGoIDRn+wfiSo/NBs3bpTUtXuRcYdBnlCkgiAIgiAI\nGjkgFKmhKc0Ow5tDieG1VgFxRc0VpVS2Vd9YsJTX6/sheXYe7cspdihbnIf+wUv3dpR61SlS8QyL\nzsTqy7K1n1pFrZAJRrwMMX0loEARK+NZW6ikxOuVxF1JnY2jxAxFrRJVCmsGyk4qGzFHSpFibSEe\nMxUDVQuZv15bD1tIrSmuULFGsRa5claLrz3EbI2lAt9+++2jHDcFChjzhDjUsRQ3xuf444+X1PVj\nzVxfJkKRCoIgCIIgaCQUqRFJeX8oI613+35cjx8YipT354oY8RBk6KAg5bIuiX0iDsBr3eTaAXg3\nOW8bpWu9Z9hwHR4X0qpu0H9kR+J919blYtyOPPLIpnYQE7V582ZJnUKJHV177bXZYzAXyFLDVolp\noVYZNpdTOgAFwrPaWqE9KGRDx8CgGA2dpebQj+xCQL+zBqDgldoS/UJlc2yczObcOAEKB3MdpbJ2\n/Lg+sv+wH+bMNddcU3W8ZcV3tRhLiQLGh3GhX8k0Lx3nZSEUqSAIgiAIgkZCkepBrn4Pz/eB5894\nWXhLtVl8rtjMO1sL5YPXVPZersYKXgfVjqmk7v2BApOKBSqN+6C9vofgegPlBjWDeIbSyueMC68e\nh9Javw27xIuvxWsKEedUczz3ZBljPGzUNj5XG1/W6ikfdthhkrr9Nxk75gxZhGOpy2NBrBmZlqwF\nqIm1MVmeEc3cz1ViZ20lForxxoaIuaqFuUHcH9eL0kdWodfq6ws2zxwd+vgOu2zMC9Yaxpvx4npD\nkQqCIAiCIDhACEWqB7msOJ7/AsoR3metEgV9M1D6gvLA9ePV433iXZTGItEPeCH+PWKnUl5paZwL\nxx0qziXF2NWO6Wf2QKxVkOhP4lGo++VKYm2VYh//WsjYQV3ALsjiK8HVK/5PTEtt3NdQ+D6ZjAGK\nmavX84J+aV2LUEEZe9a21lpivpdgafv4HP3oaxCKTu2cZC5wfGJ4UKT4O2sKClhfUNCYm1x/38zl\nZYFxYrzpz7GeEvBbPJbiG4pUEARBEARBI6FI7YNcLE1OkcLjJyYKL63v81+vs5Si7x5sqarLeGF4\njSgX/J/rLr37J14EL8xVg5wXWVsva6z90hjnvvW7cuQqvefAu2a8sHPGmXGYd7wO404tIeJPauKY\nXAnhu631n+gr9qzLxeqkIAaF43js1tgxMClalSigcjmxQ9hOq7JAe/g+/c/xUzbJuPvcZi1CASSr\nsBS/Pr7PmsfahX0NpUgxF/2pBvuq9h23RUM/8huD0sbTFtamoWrkjb2WhSIVBEEQBEHQSChSa4BH\njFfQ6l3hJeHx83/usmuPW7unmlczrlWmctmIvOJNENuC143CkNvX7LjjjpPUVdclCw04bioTiH7J\nZdDgNeI1e5ZYX1rVilZa41tQRPEKsRPGE++9ldb4GMCeUBNqvHw8XF5RB2lT7d529C193beyOTaH\nDfP/9R77gs2gVlNHqlV9p99RJp71rGdJWq0sEJvk2XqATfP31vG77bbbJK3O/sOOhs56Y26ylrH2\nja1EDa0ElZ7P911dtt0acoQiFQRBEARB0EgoUmuAF9VaKZpYGbw0r69Uu9ce4I2wv1WOvvt4pWKJ\niAvg+vAC8SbwonJKFOCNEIeAsuTn43PELTBOXnsmBd5pag/BVlytGCsGC+gP97ZL4ydQzugHFB/6\nv2/mDNWef/Znf7bp+9gP11kT14KKyrXQR8TZtV5b37g0YG8/5k5rzS5o3UMvBWpyLfQ7a06pKulZ\nlv4UACUolQnKOLsSBih9ZIX1VY19vErX4lboh3nVCpy3EsQcZ5zIRF5vhCIVBEEQBEHQyLpQpPC6\nuCtH4RkrO6pvBg1eDzuiD62ALBriFdhTjVgW3xGeeAIUEs/Go0YK+1il6kHhbbrChvLH9+jnVLYi\n3t3QdjPvDBrfP42q0qXt8P7FCx3KTvtmpaIwllZq3xvGHlvDdoizwyZTCgrfc1tFQepbg4zzoSAx\nB2rXnNz+kh5XyHm4jpSS4sqbK16eRYaCxRrgMWCAWovajMrIWgKMC59HAUpl7mKzKdWS8eZ4rVX3\nU4ytPs+74vi8IeZt7L39xiYUqSAIgiAIgkaWUpHC6yO+AY8Z7xKvBeUHLwOvsm/WUV9QSvAafedx\nlJGcAsD3jznmmJn33SucN9ddd52kzqvFK0MRwbvg/ZQXyOeJ7SFWh/8ff/zxklarBHzP92nC60wp\nTqVKlFdSp/21MWeoAvTDUPEHXiUbr96rTENp1exc/6VAjUAVwP5T0B7Ok1KwiIVDxaA/+T7jv3d7\nXcViH0fmEjEZqHiePcccxQaI3eDaaEMrrFHYku93WBrDlVMfN2zYIKnb44+xJW6xNLbnBS94gaSu\nr7E5roN20D/0H3sK0l/YLApLqn4Wx/dMZ89iA34LXH1mfJkbnlkMvm8ltkY/oYRxfNYojkPVfa+h\nhwK4Y8cO7YtnPvOZkuoziFHx6R/sfqhYqr4V71PQXpRCryfFOLjqPjRc38EHHyypf6xbKFJBEARB\nEASNTMauwrzmSSeT6crKytzPGwRBEARBUMvKyoqm0+mahchCkQqCIAiCIGgkGyM1mUz+b0k/J+k7\n0+n0xEffe7qk/yPpKEl3Svpf0+n0+4/+7f+S9AZJP5L01ul0+jdrHfeiiy7a8zyazBCeL19//fWS\nuniBTZs2SepiKYh74HtHH320pO75Ns+bX//610uSPve5z0nqns8SY8Rzf2q78Nx069atkrrn+Pyd\n7/tzfNrxyle+UtIjd64lpLLUSuE8vNIuMl1oH3ESXA+xJx43wt9RKXnOT8zLa17zGknSH//xH0ta\nnU3H/z0ziP4hboFxvf322yV1sUg8Nyeu4dWvfrUk6f3vf//MddNvxBzxynlof21MEv34l3/5lzPX\nQ7vY+Z3aNrSTcSd+46tf/aqkzr6IwyDW7b777pMkvepVr5IkfeADH5AknXDCCZJWV+HmuMQNMK4e\ngwVul5z3ec97niTp8ssvn7kO+on5g73z/y1btsych0wb2kP8CRlc/P9tb3ubJOlP/uRPZr7H+NA+\nxhN7w56Yx3zeY6OclZWV4rnXF597++v5PvnJT0rqbBZYE0466SRJnW1gU15xnGxAxpK1njpQv/qr\nvzpzXvBYtVo4PjZFrNg555yz5vlKycW0sRYTB8t5+C3i+6y5ZECzxhBLRj96bB1rg2elcl7Wltz1\ncV7m3vbt2/f5eYfxOfvss/d5vlT8Jb89XA9rCtfpsVr0W9/xqyV3nhJF6v+R9D/svXMkXTKdTjdL\n+vKj/9dkMtkm6X9L2vbod/54MpmE6hUEQRAEwX5JVpGaTqdfnUwmR9vbr5R0+qP//nNJf6tHbqb+\np6SLp9PpDyXdOZlMbpN0mqQr/bgPPfTQqsrX3FX7XT5ejuMZN+4hA8pHypN1cvVrPMMC76qWvvV2\nHM8C5HpT/cddvnubkKrtwXlQSvw6Ut5aLjOCz3stG7wyXsmQ8Uwc/o7iliO1Nx8KGcol7fJ+wn7/\n9E//dJ/nQQkCr4mD93XttdcWtbsU+gmvjnagQPn+Xbzyd+YXGUJkazKfPCOKeeHjTv+6csb5sB+O\nk8o8Kp2/JcwrO2i9k5pLzJEbb7xR0uoMStZEMm1diSBbK1e1vu8ehLn6RMwN1g5sNJehm8uuxL58\nTaY/mBP81mCHvhalfiPob58TtfXIGJdTTjlF0mpFiqxE3/8USscnFYvN+JC96P3uWYN9d10Yi1a1\n6ODpdMoMe1DSwY/++1BJe/8K3ivpsMZzBEEQBEEQLDW960hNp9PpZDLZV+pfcVpgq8eZ82p4nu/H\nr93pmue4eMzcLffdER7Gqt0xNHhtqaq+rV5DqnoxXk/K+yF+gFikHMRtpEBxoWaM162qhZg1XlPe\n3VBgp9g9cRNwxRVXrPk9t2PmFXEdjs+b1Lgzz3J2kauBUxJTSExMTolAMeGV2JSh5x4xJNgmSo7v\nArCsoPZ6f2IrjAnX5TX+UsoOsT1um0PBHPcaaw7jjW0yd/qSsiNsl7k1dGX02lp3rKmsvYyrx2GO\nzdBPZ+ZNqyL14GQyOUSSJpPJsyV959H375N0xF6fO/zR94IgCIIgCNYdl1122T7/3qpI/ZWkX5H0\noUdfv7DX+//fZDL5sB55pHespKtKD1qrEHlFZXDP2is74yV6TEgO7vZ9v62hqsm2esN4UR7r4tT2\nL+QqVS8a+t9jq1LgBebiCfru/4QdojqgcKUgOxDlyyvGM85U40WJw5v2eB+8PK/0n5o3pTXlUH2I\nA8kpwkPFNZR4raVjhkLBtYylAnsVejIo57XLPZmg2GDtforYjvcrawJrK7bJWOfG3DNuh4Y1oVRF\nTlVIbyWlrmMP2B1zGOWn7z6vtU9H6P9LLrlEUrcGMB9yFddz6r6DnfBbinLJ61h4hQCeDpSO9xln\nnLEn23ktSsofXKxHAsufOZlM7pF0rqQPSvrsZDL5VT1a/kCSptPpTZPJ5LOSbpL0sKTfmC6i4mcQ\nBEEQBMEcKMnae3XiTy9LfP4Dkj5QcnKek3P3XquYpDxh7vb3apOk7u7f94CjvhH1qXLgGXOXS2xT\nK2QsUO+JeI2UV+NQA4Trc+WD91u9P8ZpfyOVXUiWGl5ZTklKgd3RfyhBKWWFeA7fq5DPY2fUa0It\noH1egwXvy73GlJKEl5YDOyrNjhzKyx8SPP++CkAO+pTaXIzl2OcFFABsr1aRStmE70NZqzpiQ7m5\nhc2jgHEejwXy+DlsrrZdQ9lqan9R2sl48JszVKyUZ5Cz9qeui/f9/F53K0WtAsZaxPnmtTZgR9Sy\nG5qo8RQEQRAEQdBI76y9PuDxc5eOklSqxDi+IzlwF8zds98N84rX40qA4xWv+9a34Tl07Q7g/v0U\nfe/6qX2yv4GS5+NMvAL2gkLUOs54xdhXzq6wP9QE7Jfv0+7du3dLku6+++41j4ci5tmOfWOWSuNg\ngP7sWxNoPZNSXlrjFku54YYbJHVrYy2pMca2SlXMFB75QTvpF9RTFAXWImwJBeaggw6S1P12kBnL\nbwpPD1xFdcVmaGXI43O9dhvKJHPc25OqdZfClbrc2k/7vO4Vvym5OVtrt62/7X0ZOyswFKkgCIIg\nCIJGFqpIcffdtw4T3gsxI+7l4Mnzd85LjEiqsjdeEO3zfY043lC1R5aVvnfzuef0i8L3FgRvJ/bV\nqkjh1aFgprxe3if+hPNxftrJ32+99dY12w+8715g35i+Wmoz4nL7mO0Lj8FYdlhD+io7KXKZvIvG\n6xSxlmLzjCdzAQUE2+Z95qxnpPK51J59rE2uCA2VaerXx/k9btHttXSOur3XPj2g3/ieZ/6ul3mU\nY+yswFCkgiAIgiAIGlmoIoXXgcfcGidAlhXKkXsdeLheD4nzphQX9+JSsSv7y1370JCNSD+P9Xzc\nM3pKve+UvfE+3lpttWCHOAdeU+oD/YN3yHXgJXtWXg7s1O3b60otG33UgNq5yJpx5JFHSurU6bHn\nNJXOUblzlcD3VzwjmDnnKqvXymPcfI4Sb4sNcRx+azxWzPejHEo1T8UR0m5XnHxXC4+hSuG/QbV2\ni3K33iuLL5pQpIIgCIIgCBpZqCKFF8FddGvtTrwM38kbPIbKs/tQAHIxMK5scb5l3ZF6KDzz6XYl\nuQAAIABJREFUpJTWLMRaWp9/4w17XAF2gZfWd3yJk3jGM54habUyh30yD9ybboXj1FYfLoV5RNVu\nYs7cu23NGEudb8hYOzIgvXbXWFArbvPmzZK6OkIHmhIFbpu+ljM3WIMYe7LLUI9ReuhHbJC12n9r\nwL/Xdxy4nlTFfJQ1V6RaY9iG+u0ZK2v0QCEUqSAIgiAIgkYWqkjhqXNXjXfQWluF73kWoO9j5HV5\ncrE7HBcFwxWvvnWkxob+aFU4WrO8hoohq62lUkoqWxSVArug/a1779F/HmMH2HkqixD7rbUzvGs/\nnlf+d0qz5tjHzVUdahcBmVSlyqHvxwVjKFLzqjAO9CmKSipjeL3Amsga2bc/GXvGmLWWOYDS5HOX\nfvVdMjwGLaUQ+fteKb0UflOOPvpoSV1mLYyteHqWYClcL2tVxEzVEYpUEARBEARBI0tRRwrwQLkr\nLlWkiMXh+56VRAwM8Qj8vTRjgXZ4Zg3ZgUNno+EdoCT0fW7fN9amNQbJM2FalQRXAIci5T0zntiH\nV1uuVUpRHW655RZJ6etJZfPllCjP+HF27twpSXr5y18uqVOSbr/9dkmdfaAsEfN05ZVXrnk8qkhv\n3LhRknTzzTdLSu+9V+uFp+y95Di1NajILJ1XPB97fTFWy65m52BOHHzwwZLqFSmfSx6viE2hSjM3\nUaR4RYnxCvK5tRnFijnEXGeOsmZ5O1PqqGfe+vm9TpbTV8VvjbXi+vz7y1IDkH4jQ3/ZCEUqCIIg\nCIKgkYUqUr4Tc+teXP493+GcfZdcWXElCu8GxcpjYvB28SbwfvoqJp4NSEwJCkVux3a8qpT3xfE3\nbdokqVNa8B5zsT+tledbn7P7c/7cDvFDc++99w56PLfP0n7BG8QbS9WkQUnCq/Tqz67Q3nTTTZKk\nBx54YOZ96lTlYuKYR5dddpmkzp7GIhUztRZca06RYk6kFCn+jjJAVfrWCuTMaa6FOetq97KRU2FR\niqjDhc3edtttkvLKSm5twya94rbTaoNeId3jdbED5gRqLeN45513zhyPftqxY4ek9D6eqUzavjFU\nKUWKceE3hjWf/5944omSun5mzX3JS14iSbr//vslSdu3b9/n+TlealeFWjge4xGKVBAEQRAEwX7G\nQhWpeeHKF56tZ7PxmlJo3IOHlMJQ+nzZ24GCkfPWIHfXT/voh9osNI+xwksj+8u9KNrj8QV4YcRT\n4J3xfbwgzyrzfbf4vMcG+d6NtBPvn//zd/rXlY7WWKihwev1mDnG0+015c0+9NBDM///2te+ts/z\n5uIsatUTVAtUg1Q2oXvN2FGNIuVzDcXJ91BDWQBXCrzPuYbWfTXHVu3GIjcH7r777pnXoaCfXelC\nRWetcKWIuY4N0X7WPrchbJ1xZm1g/J/1rGfNnJ81hONyXtrF31N73hGnS005B+XT61DRPtaslOKa\nmrvMC1/zmcvXXHPNzHUB8Y+lMYTHHHOMpNX9wHV5PDPjx+fpH/qfHQD4TUTZhaOOOkpSZw+MB2s4\n32P8U/HCfI92ofKXzvdQpIIgCIIgCBqZ9M3oajrpZDJdWVmZ+3mDIAiCIAhqWVlZ0XQ6XTNgOBSp\nIAiCIAiCRhYWIzWmIsVz1Te96U2jn2tvOA8ZDkBGCM9bP//5z0vqnnefeuqpkrrn8bt27ZLUxXds\n3bpVUpexwPF5Hv3Xf/3Xkrrn7jz35nk0z515n/gBjkdsDc/RvbYKz69f8YpXzFzn2HCe3//935fU\nPfdOPe8vhTgYntvTL7/92789c176h37kvPRLKmbHaxnR35yHzLKzzz5bkvQHf/AHM98nHofx5/+o\nx2ShYlfEkXiFdNrNdb7+9a+fOZ/3H/3C8bAv6k2RzUj2JzFMxA56fAX9OE97ueCCCySlM4CJfWAM\nPQaC/xPbQeyL1/35nd/5nT3nnAec5xOf+ISkrs+poM1Yc93EfGAznm2ITRFz8vM///OSpIsuumjm\nfJ/5zGckddlcjDFrhseH0k/er8wVtxGfC/Puz09+8pOS8hXmfU57HSvWBl9TsLe3vOUtkqTzzz9f\nUtc/9D/26FmA/JYR+0S8I+ejvzkO53/Na14jSTrvvPMkdePF54hTpbYdvO51r5PU2dFXv/pVSd08\n8Exi2v22t71N0vjjx/ne/e53S5I+/vGPS+rskzUMu6KfsNPaTHKu99xzz93356qOGgRBEARBEOxh\nv8zay9UcGYpU/aYvfvGLkrq7Yf6OF+jZeFdfffWaxycTBm+CfZt2794tSfq1X/u1mf/jpXI+Xv0u\nHG+JWi+Q2pMPr2pRDF05nv70bDbAC0GR8rpKOfuiH/EOySzhe3iZfj73Fskk43h8j+My7l7zyLP9\n+Dx4LRng+yhenP+0006TJB1++OGSugw0VI5cZheK67e+9a2Z87tKgp1t3rx5pn1k3PA9lDi8zjvu\nuGPPMXJt8Wyq0ozARWdwgmcOu4IBuYxfFAZePbMZqIpfitcyy9FaO3AoSvc69Cw5z/QGt2nPdiMb\nz9cU7wfmvD/dcFg7WOO95p5nOqf2FgTmgT/VANYarnve88Lb7dfLdQ6VJVta0T0UqSAIgiAIgkb2\nS0WqdV8g7t5Ld8BO/d3jCaD27p3n3157w+/Kvc4SypcrF7kMTWK06D/Ok9oXatnYsGGDpM5rb93H\njOtHEcQbpT9y1Yc5L5/D20ztOejqAEoZdogil/Iic/vLeRVllC3OR3tRxPBG8daJlfJaPShGrmz5\nHprYH/abiy0j1o/+47rxPmnvWhXva2MgvC0pVXYoUCdRxlorpQ9Nao884uXcRvcX+taMq6lxJnVK\nCbad2luPtTunLDInmbOuxPiawJxJ7RaBGp1S60v3sJwX9F/f/Wj7EopUEARBEARBI/ulIuUecSlk\nSaEY5PZ4I0bDvTRiXFCmUhkuOXiejsLC92kn4LHjLXA+Xku9a47vlaUXfbdfCgoKipxnbNRCv6KA\n1O6sjpeLfaA+eOV2vEpXslCkcgprrXLq1Zs5L//3OINLLrlk5vsvetGLJHV24nh7Syuhc35eDzro\noJl2uLftle33RanSNHZdPTz+VmoVkFJQAx1seL2sAbUQB1irSLX+xrjylFK3S3e1SO22UQvKjsfl\nLjvLYpehSAVBEARBEDSyXypS7hHj4eY8d2KRSu/GU5/jfO615LyeQw45RFLnYZfWvuDvPO8nZiV1\nt+573Llywt/pR5S3WlAUjj/+eEldBorXLhkKz1xB+alVpIjROe644yR1XlptnAgxZ4cddpikLrYI\nxQzoZ+yGmKpSRdHHx2OW3A7YV8t58MEH13yf/qN9kNrB3vEMpRQodjfccIOk1fErZPXR/7SnJKtz\nETs4jAFxbNg4tprKuivFxxZQE1vjDXO0KjvQN8apVmUG5uyyKCLg48jaw9MRFE36jVg91ppUliBz\nne97PbEDnVCkgiAIgiAIGtkvFSmn1ButvbtOxX64opAC74FMHjxuvp+q4eLeF7FRpV4SihP483j6\nC2/RP18KXjPtSu2IPhatlc9d4WvNWqRffad3V0w5Pv3N+PJ+Tg3wmCu/7qGyLukXKuWXKpXE3+Ri\npbD7VG0hYg+xb4/lOxDwiuFDZVGlxobYsrHw66mlbx2j0vi9oWAtZc4yV/sqfjzN8LhF1nKP9yz9\nTUQ9p59pP+/n1ljWHtT42qxP382iVUEcm1CkgiAIgiAIGjkgFKl5V1/Fy+EumufLZNtxF08MDRW0\n8c5yd/nuTbi3kSOXEeJZhn37z6vjLjsoIsTsoKTVekN8nmwz7CIVa8TnUabwLnNVelP1qaBvHIpD\nPM4RRxwhKV0LB4aKT8JuOV9pjNYyQX0gXrG1XIZwilZFBZvAZlJKQali5Huvla5F66VG3VC4wjeU\nDaPK+vFSsXM5JZP9NLETdtXgPB7Pm4K/91X+WAuHfqpRk/m7L0KRCoIgCIIgaGRduHR97xr7esQ5\nj9shdsRjpfACuKsnSwrvDe/M9+bj+3gH7nXg5QyVQUG7UaRaqy/3zahZNNgN/dvqPWO/Ke/es9oY\nZ1emvMI6eB2xsWE8XXEdW5HyfdxSmWbLCPsUUn2fsU3tlZciVe+pFlcvU3GVxLbkYIxrY31a4xiH\nIrVf6ljQT8x5n9u5tTL1W4hS4+NaG+OGEvW85z1PUlenCkUKULpy7c2p5TnGzg4cKuYqFKkgCIIg\nCIJG1oUitehI/aHuhj0OwbO1iIXBO/S6Q3xu7P5whaT1Of56VaK4Xrw5/t+qrDBuKFKeBekZKT7O\nrkx5nAD2kvKqW73tlKJIe4h9yylhHqM1lFKZyu5bRlB3GdNFZbKmSM3xUiVhvc71eWd+sqZzXtYU\n+s9jmsjuY01mTfKnBGR8+9rCrgleH8rXNOqToZiyxyLt4fOowN7usVn2OnChSAVBEARBEDSyLhSp\nReGZLaWkMhT8rhov9dBDD535O1VoURo8a8s9/KGfH+MFoaBQv+dAAa+P6/esulo8/sHjFogT4dX/\nzv+Jj+Fzbk+peIjWGjVklnmtG69Vk9vHztWOobxYYhFzWY3LwEMPPSSpUxbw7Ev3VIOxFACvRQa1\ncXe5mCNshzXSa6zNm751rHK4uk+lcdZw5hS27Pbg+7mm+pXfEP+tIjPcFSneR8HilbWetYb2MYc9\nU3f79u1rtudAIxSpIAiCIAiCRkKRWgOeK/PcuTazpnT/JRQp9nIrfQ7sXgftJfaE5+e0w5WFlIKF\nl4T3gze6Hjz+IcHrx/vzasC1WaSoEeA7trtixHkYP7xDvEa8eL6Hd4mXmNt3jXHmOlIqB3biihL2\nxl6KfH/Xrl2SViuYtM/38sv1Y26PzGWPm1gL1OZWhoqPRInBxlLKDH3M2sLYMyZuu/53b6+vXWMr\nQjmo7XffffeNcvxUhi124HvduU0zt3K/KaldMFw9BtZ24m9ZW5jrxD/eddddM59n7Wodt9anPMtO\nKFJBEARBEASNhCK1Btw1u3LgUJHcP1d7t903YwRvIRVvUVoHinbPqx7RoiDuAKUnVZtnrOf/rsyk\nFELiSHhNKU233XZb1fmPOeYYSZ2agP26N4wKgbdKLBSKJd40e++Bqy733nvvmu3IqSspJQpq9+1a\nD2CLKAU+p0888URJXZ+SbcX3UPnoG95nrMjG8orV1A9yqGCNIuJ7xZE5iWrNWsYc4/98Hhvi/8ce\ne2yyL+ZB7dOGWjyedceOHVXf77srROr6+E3w3wbPIPa523fOtSpRKGuLzuBPEYpUEARBEARBIwtT\npJ7xjGfs8XjxYH2/JjxS7mLJCEEx4X28rv+fvXcNtqys7n7/y5jXSplKjtGEcIcGmqa5XwSiKIdo\nQI0xJ5oYY2leU4oxQcErclHYwdCiIkYUbyXRJCZaWpbXilGCSAKxBWmu3dxBFMuYT+fDqfKDb9U6\nH+DH3Ovfe+zneeaca6/dMn5V1KL3mmvO5z7n+M8xxsPfee8NJ554oqTu6Zosw77bPNYT5+H6WFdH\nHXWUpM5yx0dkx44dM9db65wqa5UDpQTv16NstnxPP2Ld0u/Uo1Qfxgfn9wzk4AoLVr775vTN5cO4\nYLxhfRIhEyl7i/YLuf/++6uOc+UMWtuLfka1oP6oKb4/G+MEnz5XpvBdRC1ZZD4plBzqQtkZw3ff\nfbekWF3jePzINm7cKKlTA13tww8NaFPOg38aaxNzAlUThcst+6uuumrF8uG/6bsq4L/G313VRcHy\nnGGu0OCDsyhcDXafIY+ULfkforRxPP2wKKIIYNZgjzDftm3bquejXejf1n08GT++Bpciz/1ev95I\nRSpJkiRJkqQnk0VEvkwmk+nS0tKaXzdJkiRJkqSVpaUlTafTFZP1pSKVJEmSJEnSk4X5SK2FIsU1\nLrroIklxxADRd5s2bZIkXXPNNYOud/nll0vqIhzclwc/hsgHBd8b9/3g/TJ+GS972ctmrjtvuM5a\nX+8973mPpPYM3bxPxz+jFPHB9bZs2SKp6zd/f4+PTl/fKsp1zjnnSJLe//73S+r8BvC54t/4weB3\n4eODdsE/w/Og4RfxR3/0RzP1HAvPbI7fxAUXXDCX60UsLS2t+djEp4RP5ih9jP8nvjJEqeGbQhQX\nYw2fItYIfFKe97znzVyXPdHwMRoazYTfKL5cZ5xxhiTpn/7pn2b+zpjE14oxGUF9yOhNvib3I43W\nFt9loBTJGeG7A7z97W+XVL43kIOPNcDry5zDJ877wef6pZdeKqmbu54Jnhxx7l/p+3/iH0iOOn5P\n/7z1rW+VVJ57HB/t41nLWPeG0i4J+BIyPt/73vdK6tqNiGT8lj3qER84jn/ggQckdeOLtRdfReYv\n99qIVKSSJEmSJEl68rjII1XKXUEenX333XfF77H+eHotUdo/i6d/j/CAyLrEKiL3Sy1YHb5vk5cn\n2iPQWevstIcccoikzorAasK6xZrA+iVSivbC2qaevoee5wGLsgjz+82bN0vqlCKyCqMEcf4oi7Xv\na+b975nkKSf1iaIaaRe3Kl2RGhu3HheZtTiaU/Pi6quvllSeO/Rp7dz1sYMiBUSPMeb7KlIeIenn\nQRHz/FC16jDKU6REOZ5xnbHVup+ojwPO4+WmflH/lXLwlcaZzw3fJcDnMvUsjSdfo/rup0l/s1ef\nrx0oNLTDvPM4lXy2vXwoekSRcq/zPQ6Be5/fA2lPIq73228/SfU5FVORSpIkSZIk6cm6UKTc4h6K\n586o5X/+538kdVYX78dbc2VEYP0ccMABkjofFt6Xo3iVrAvPk8XTOOfj95wXKyLKXxQpMNFeZ2ut\nOKDwUX63Kqgn1jkwnvAj4f047US7+M7oEbQHoGCiRHH+m266adXzeDlLYC0yfhgnlL+0Z55beZyn\nrxU7L5hnnq0bdaZm3LnFP2/23ntvSfFeZ/NirKzujF2UFR8TKGl8osoy1kt5lTh/SaWHaC0q7cuI\n6ox6jcrsuxP4GsjcwPfG98Ucit87qF+0ttb269i5A1F2UNtRfnzvvRL4G1MP7sWMq6H3DsYT0J6+\n9+PQXH30W21OyFSkkiRJkiRJerIuFKmxc1m1WvzgPlBjZ0zmaRnlC+uHp//ap3V/SuZpvGRNRfXB\nn8Ctxr4RMmNDRnqsIqwN90/A+vHM5/wbhYr2j96jR9A++LlQDqwXrCXOH9E6rlBIsfaYL4ybyBcr\nggiyRWeVdugvz5rcYsXW7isZRca2gjqM/x5jMlJWWmkdo/DCF75QknTbbbdJ6jKUOz5W/XqotfQB\nY622fkOVs5JSRAQz/n/XX3+9pPp9Mmt3U+iLK3yudPDWw8etZ4QvgULYN+qO8cF1Kbf7a5ZgHrgS\nOdb+rf6s4PdOxq/Pa49OZO2OlDbmRbXfcNVRSZIkSZIkyU6sC0WK98U8BbcqVL7XHtbmeoUIlr6R\nEH2tPNqX9j744IMldU/1tX4Maw3WQ0k9IIcIVp9H743lgxe1U62vVa1i6uMafxSsx75WHuONdqJ9\nx7Iah+J7YM4D6hz5qtRCX5R8hfoSrQ0e3eb8+Z//uSTppJNOkiSdcMIJknbeuw88khhcDaQ8tYpU\n3ygvxiblihQpFBMUBOZ8xFrvg+r4mI4U1NZy9r0noNQw9z3KsRUUHu7BHlE9NOqvtEZxj/N25br8\nvuRHjW8Y/polUpFKkiRJkiTpycIUqSc84QmPWYO838X64H01T+Ul68ffexKVtF7BCugbXTg08gHr\nm3ZdZN6fGrAKSn4M+FLhAzR2zhOsZM7vO6jTr6gTrnIwPmsVU7cSUdSGKkeUl35fL0pUBNGRY/p0\njaW+Rr5H86a0Jl555ZWSOpW05DvGWHXVNspaH0FErOencoWFuROpxIzNH/zgB6teDwXki1/84szv\nIhaxt+x6hjVyLPXX85GhlI3lMxhF5daq2JSjVB6+r40CTkUqSZIkSZKkJwtTpJ70pCft9N7Uc0LU\n+rSU8iStN1rrNzb4QaDktUZmrDW1yt1a+NZInTWNMsW4RTFD4cE6xqpxf4FaOG9kRbkvVYnaSJT1\ngu8D1xql+Hjkm9/85sxniciPkLcFrBG+K4D75nj+IaLSfF/IsZUhzs91fQ+7ZG1AefS3HmNRUoha\n18II1hgU1hKpSCVJkiRJkvRkYYrUz372s50ycPf11XFFBStqvTJUARpaP3zIaPd5W/goN/hptEak\nuE/ZUGvWM2jX+sswPokg4t9uhXnGcawjPj0yqhSBhXXt0XX4GKLYsOO5E2VXXu9QL6//GOB3xdhf\nLznT1hu//du/Lalbsxg7pahHV7hcVWbtH2vXiOi6iwZF7vEC7T6vXRNK/YraP1SR4t5Ye69JRSpJ\nkiRJkqQn6yKP1NhRY2PtQ7VeGRqViFWJEsN7Z7IIs0/VWAzN3eKZrodG41FPdvh+8MEHm35PZApW\nNooJ5WI8Y6W7VePZpPFVi5Qi+od93XbbbTdJ3ThAHbjvvvtWPM96j8p0iGpEMWT8jJkDiHPhAzH2\nHmu7GviWeBvzd2j1QWLsRX6Ou9rYbGW9+5+ODZnNGSesRWPlWSuNt7HUdu41jPPi8aNcNUmSJEmS\n5HHIulCkoHV/occrQ60cfJZQNLAi8OkZW5FCQcG3C1+pWuUQq5hyAtFnrVFoKHGcr68/BdY0VgvK\nE+/no/frKFBQikTBmmOvPa6HckOk1K7i+1SC/vQozDHHJW3KXKBPdrWIxlpKewsypnxORpnNUZhK\nEbVr/XYAhRFFYWxFqDUT/q6etwp/Tt/XNIJ2517O2spa26pMuf+or9WUD6WK8ep7/bWycePGmeuX\nSEUqSZIkSZKkJwtTpJ74xCc+9vQ61JL2p9a+GcNrQbnBOsNKqT1+KEMjEnha5zy0W+1eca2gKKG8\ntO5QjjVEOd3qbAXFM4pyK0F/Y/088MADVb/D6t9nn31m/l5SQaj3PffcI6nb8Z52bbX66YexIpvw\nZcJKHxpVSvk4n/uUjQHnZm7Sp62KFHUfqnywZrGWUS6P8OxLKbdaZLm7gsB5aD+Uh1blYl4wt+64\n445Rz/u0pz1NUhfFSEZ75tDY+apQEGln1qxNmzZJku66665Rr8e4Y01jDhPdum3btqrz8DvPIM6a\n3apI+bOB/5s1lXYiSpK3LX0VKd+z8cUvfvGqx6cilSRJkiRJ0pOFKVK/8iu/slNGc6ywVh8pfHCw\nhtyXhmgn9mLDinRFpqQY8TtyZHA81wdXoMbe820oRHfhq+QKwNigdKGEtWb2ditm3lYv1oxHLDEu\nsboYP26N8j1WOudB9fDcMlhVvr+TK49Yh4ceeuhMOTmu1sfwyCOPlCT96Ec/ktSNZ1SRWsUQK/ak\nk06StLOPWF8o/9i+eiuBmlfaiy4CpWKoIkXbRfmYWiEylb3o+vrqRErWPCIppXYfJIf6RrA2t0L7\neR6tUv+U3lZEMK4OOuggSdJPf/pTSfOLcnzBC14wc73rr79eUrsaTPu7EjQvXznmLf1CO5XYc889\nZ37nUbut8yUVqSRJkiRJkp4sTJH6tV/7tZ3y4PCJdVfa+RulCQsbXEngKZ6nTCzwWsu5FAHiO8Bj\nDZI1GYUC5cKz/bqVgbJwwAEHSJJ+/OMfS+qUGJSxVlCE+D3txL/H9isArBraca33vypFLHlkxtFH\nHy2pKy/9xXhh/NRav67UeNZf9/VyBZOIMuaL+x9wfqL6aG+ULa83/gooY4xXxgPWGf5CXJfx7zsR\noPTyd+r5rGc9S1I3zvEvob1R7Dgv44L6007uF8G84Ljl88Gjg9x/krbG4qcNKGPkU4Gy4GsLdZ8X\nff1HWRtZS/r6P85LSaA9fS+zkhLFGGJOMgZQJkq7NHheIMZDSelxxZBxMC8FjHufZwofKx+T8+//\n/u+Supx6999/v6T2fUuZbwcffLCkbg3x/mKu0z7eD4cccoikndcGXyv97QbfM67oL87raym/p105\njnWhVp1PRSpJkiRJkqQnk0XkuZhMJtOlpaU1v26SJEmSJEkrS0tLmk6nK6YESEUqSZIkSZKkJwvz\nkapRpI477jhJXXRRrUe+X6N0Ld7neu6IWngf++Y3v7nqen2zvDpeP97r4tdQeu9PVufayIza9uwL\n763xB+A6W7Zsmfne/TboP6IR3ceI9+b4NbiPFj5Ub33rW2eu6/mW+D0+QJz3+OOPl9T5NeCnwft3\n+gEfJvwO3vjGN0qSLr74Ykk77/9Wej/P+aLoNvxJ8BM466yzJEnve9/7ZuqFfxA+dO5Ps8cee8xc\n76abblrxeu5z97rXvU6SdPnll0vq/EzwU/F8XCWfSGCPRN/H69xzz9Wll14qqRvb+DB5PhuuGfmA\nlPIi+VxgbOJvRl1Zu/y8tBHlwheE3/H9XnvtJUl60YteJKkbK0QK04cl36AIfFroO8Yc9briiisk\nDd+LsBSN5+0ZRaCyxvWNsoyuV4J+oL9ao9lK1/O1z3FfP4f25d7y2te+VpL0oQ99SFJ8r+EeyzyI\n8lORuw5/XS8n9frYxz42U073OfQ57/3L/OD7KK8b1/vABz4wU/7aCPlSe0fXi0hFKkmSJEmSpCcL\n3WsPD3oUAVecsNJalahWnv70p0vqlIaHHnpo5vtSNtnWTOpYrb/3e78nSfrc5z438z3ZebF6PLrQ\n82QBCkltefpmjEapwXqOrIDaDNooHVirbiXw+yiCiHpgtfnvff8lV6RclYii/Nwa5Lxbt25dsVxu\nbaGOEDEGvs9ZbaRIqf8ilcIjkDwflYNCVYpy5Xs/zq1S2hHFrFaJAo5HlVmeq6fUZyhMJd/Q1lxl\ntKVH8EbnRXFhrrpSw1iIcpmhEA3NfO4RoL52jLV/Y20+rCiXIO114oknSpKuvvrqUcpHfaPxwBpG\neU4++WRJXZTbUGUMSspIqZ60r9ejNI5RmEo527gnlvKGUY5IeSxFZVJeH/fgUZes+aztkXLqil6t\nElXLQh+kSpvO8qomgsamcfomK7vtttsk7SzDs9ATbh09SLV2Cud59atfPXOdT33qU5IPTw4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B5YgzxzPCoklFTyG254JL9zNMZZe0s5B8HbMxqj+BJ9//vfrzpvBOMvyg9Ge1EuH699801Fax7t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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01cf9110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['conv4'].data[0]\n",
    "vis_square(feat, padval=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fifth layer output, `conv5` (rectified, all 256 channels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rvVn3lJ6pKsXmSwiahIgUAABAJCJS6GiZAIybM2fOSGrvyTaKmhIhuh5bPOFb\nDlgLAb/Yomp+vzwr6vf7FzbFmjVrwnG3CPS2bdvCsUXBu0XKe/H7NTYJf0EBAAAicSEFAAAQidQe\ntHbt2qqnUBgrXvTF0pbCuXDhQiVzqopP4e7du1dSZ1H6wsJC6XOqA+vzM8p9pJpu69atkqTZ2dkw\nZqk9vzBg0P5H/aaw+uV/RlbJhI0N07uvDL4PXbfnxRelD5PSM1X1rxoWESkAAIBIRKSGcOONbz59\nZexThThZdzhWEDpuESl7v0rtKGRTlmOjfJs3b5bUGbWxz0ze7TV6sb3ufDdxi4YME8WIiQxZEXlW\niwBf1N+r83md9Rud63UOtQicP/d0a61Qp4UDgyAiBQAAEIkLKQAAgEik9oYwKim9Ufk9+lVkN+M6\n8ykaK9Qd1wLzuqpTMbIVePui6bJTetfK+7Pbb2rbPwf99t3LSjnW4XXtR8zrPDU1Janz+bHfd2lp\nKZ+J1RQRKQAAgEhEpDB2nc3LLGj0rSWqLqS0KJRUfaH9hg0bwrGf17izO/isu/qyWfTHR6yrft9U\nxb8Go7bXZF7sM+0Ly23XgFE3Xn9BAQAAcsSFFAAAQCRSewh9UZC/qtN5XlO7Bo+jOhQlLy8vVz2F\nWur3c2RpfZ/qsn9bp/NClpjUshXu+993XBCRAgAAiDR+l45YwXfjBcpAR/Xm8G0z7Fwxbi1TYqxa\ntUpSMxdTxESkrNh8x44dYczeJ6NedE5ECgAAIBIXUgAAAJFI7aHRm2uimeqY2vO9rWzDXp+SqLqr\nd1V83yQWpvRv3M6rlsr0pSLjkgImIgUAABCJiBSA3PRbpFqH5f3X2r9/fzjetGmTpM476nGNSHmv\nvvpq1VNACWJ2uzh69Kgk6cSJE2FsXPY1JSIFAAAQiQspAACASKT2gAJYUe66devCmKWJYopQfSF0\nnW3dujUcnz59Ovrn2PNXZippbm4uHJ88eVJSvfrf+ELvJqfYrChZaqeQ/OID64zti5bz6Mq/evXq\noX/GuPCbrdvr4NPx9lwmSRLGbFHCuBXZS0SkAAAAoiVV7L+VJEnaarVKf1wAAIBBtVotpWmaZH2N\niBQAAEAkLqQAAAAiVVZsXmVqzz92t3n4Qro8UqC+WNQKLh966KG+5tIvv8Go70jcD//4X/jCFyR1\nFmhu3LhRkrRz584w9v3vf1+StLS0FMZ+6qd+SpK0b9++MPboo49K6izeXb9+vSTp1ltvDWNW5Pje\n9743jH3XPGmmAAAgAElEQVT84x+XJG3bti2MnTp1SlJn4arN9fLly91+zb5t375dkvT+978/jFWd\nku73vVuGOs6l6nn4OQwzl6xi35hu8KP2vOSljnN5+OGHw1gVJTd+LnV6Xuo0l+shIgUAABCpsojU\nmjVrOiI+eUURrmUdimMeI++7gjKWLA8ahboeu/udmJgIY/Z8+DtjH4kyjz32mCTpwIEDYSxrKfyW\nLVskdd59Z/08uyO3KFTW1649zkPW4w3Kom7SeC4LLtvMzEw4ts+C/xzbZzCvLuX23s37/JX1uVte\nXs71MRDH2jPkvY9cVVEoDI+IFAAAQCQupAAAACJVltrLKwXVy/nz50t5nFFjXZ59t2czNTXV9d9a\nyLtXZ+tLly5Jko4dOxbG/PEoIJ1XLr/4wEoHfEfmvNO/RaX2/CKPqjZ4zurOX9UmtJs3b6708b28\nU3rjwNKh0mg+f0SkAAAAIrHXHjJ1K6jM667Qitb9z6vq7hujwS9csOiUj1KdPXtWUn4LP2wPxLwX\nkiwsLIRj24+ubPY7Zf1u/jnNO8pnbrnllnB85513Suo8P9hr+cILL4SxqvdG9K8V57I2iyhKw+3B\nWVdEpAAAACJxIQUAABCJ1F6fLJTt+wJZGsEXtBfVD6tsVmjqw9N2HNNhOYsVm3s+ZQAMyi9isV5R\n/j2V9yIXew8XWUBbxxSR7wFoz29RhfySND09LUnaunVrGLOFMCdPngxjVaf26vha1cGo/F28HiJS\nAAAAkYhI9cmWI9t+c1J7XztfjJnVTbmJ7M7K791nv2ded572HPk9CP2dLjAo3zYg67OYd9TEIlGj\nuKS7m8nJyXBsEeq8O6/7SNPRo0clSRcuXFjxfX4PzjLbp/jzli068KqOjtXJqLeBISIFAAAQiQsp\nAACASKT2+mRpAl80Z+H8vIqv68R+N5/as+JP3yslK9Q+KF+gWcZzWVQ3alTPd1C219m/p+zrefV9\nslThKBcZ79mzJxxnFZYX9btbnyipvQH67OxsGNuxY4ekzgJ0K73I47zUi/+97X3lU8vWET6vDbJR\nX0SkAAAAIhGR6pMVrPqCShtremF5lqxuyhal8i0grDjcPwf2b/u9U/VFm2UUJRbViRlx7D3ko5/2\nnhhmr8ysz6ePWOWhqM++//zZcdkF7RZ92rRpUxiziIs/D5YRjbPdD/y+fxMTE5I6X1MbKyMi5V97\nezx/LrOIKBGp0UdECgAAIBIXUgAAAJFI7Q0oK4U1iqkiC5f7vk5WoOs7Dlso23eM7jfUb2mCmZmZ\n4SY7oFFcHNBklkLyhbqxxeD+tb148aKkzs9s3qm4Mj77VfWost/Nbypu/aP8nMr4PNl5xheWG1+U\nbq95GXwq2hau+DSepRkx+ohIAQAARCIiNSAfobFutn4Zfd57eRXFF4xnzdnuOH10ye7m/d2oRRH8\nz+h37y37t34umzdv7u8XwMiw91PerTRsHzxfjOyLlWP5QnBbbp/3575O7RT8nphbtmxZ8fUyIlL2\nnGctSPDzK7ODdlZ2wsvaSxSjiYgUAABAJC6kAAAAIpHaG5APufsizKaw1Nn09HQYyyrQ9IW/xlIw\nvVJ2ltqz/0rZxcM2duTIkRWPMW6yNmv26YJRXNBQBP+c2fsvq8/QMBvK+nNAnVJwRfG9vKynVNnl\nDJY+9I9lr2VVrwH9oWCISAEAAEQiIlWRrIiPjRVZvGlRNN+BNyvaYXd5WRGiXnvU9bt03X72wsJC\nX99fJ77bsy06sKXhUrtw+sUXXwxj3Zbe33fffeHYlnj714jC1f749569T4uMnnSLbPmIbFERRd86\nxKJx/n2TB78YxN7D/ncrY2cHK3L3LQWs8Nw+f0BViEgBAABE4kIKAAAgUuNSe4NuiFtXWek7C1X7\ndFreYXMLjfsUSNZzSSFltltvvVVSZ2rWUkdZr+nU1FQ4th43/rm3vkZ+E1hLv/r0Sd6b7Y6qpaWl\nrl+P7Zgew6d67TX1n2d77YfZmNmn3bJ2I8iDX1RT1QIbe978uerUqVOSpKNHj1YyJ8AQkQIAAIiU\nlFEouOJBkyRttVqlPy4AAMCgWq2W0jTNDPcSkQIAAIjEhRQAAECkyipYq0zt+ceuOsXY71x8x+Zu\nhfa+0HTQtG0Tn5cy9DsXX/hrr1FeRftWSPzhD384jH3qU59a8X3WJ8l6UUntYma/iMHeJ36T6LNn\nz/Y1Fyui/sAHPhDG6vIa/emf/mkYs+fA9ymzBR2+/5O9Vr64347952nt2rWSsguufV+x3/u93+uY\nU5VsDv3Opd/zzDBz+au/+qsVX/OLMuy1OXToUBizzaHf/va3r/g+36vNekr5XlrWa+uFF14IY/be\nbeJrVCTmkq3XHHpGpJIk+UKSJAtJkjzpxiaTJPlmkiTPJ0nyjSRJtrivfShJkheSJHk2SZKfHWby\nAAAAddZPROovJf2ppP/uxj4o6Ztpmv4fSZI8dPX/fzBJknsk/bqkeyTtkvRPSZLckabpULc2vntv\nVhdsu1sf5X3a+r07rGLxgFTsnWxTWHuDImS9t20pf1YUMiu6ktVWo98olDfMPnVF860E7PmxLvPX\nHl/Ldx/P6kTerSv6MC0M6sR/di0K1O05i+EjSPZ4fr/NLDaHf/3Xf+36fbZvqP897HWr8/sWzdYz\nIpWm6bckLV8z/IuSvnj1+IuS/uvV41+S9Ddpmr6WpukRSQclvTOfqQIAANRLbLH5TJqmFhpakGQh\no1lJx933HdebkSkAAICRM3SxeZqmaZIk3fJJQ+eabMNKqV0c6zsUW1id0G11br/99nC8Z88eSZ3p\nkaefflpSuxsxhpfV7dlYikPKf6PevFmXeF8gHJsm9d3li9z8exzkndIzeXde7/Wz/WcBxbHzvi8h\nsOfe/72u+/koRmxEaiFJkh2SlCTJTkn21/GEpD3u+3ZfHQMAAGicRx55pOvXYyNS/yjptyR9+up/\n/8GN/3WSJJ/Vmym92yV9L/IxAn9HYQWQthRZki5dujTsQ2BIc3Nz4diWIPvCdyJR5ar7Xol+Acn0\n9LSkdmsCSTp27Jikwd839t6TiER4fm/IqiN19npL7SxCXnsg2qIXHw23LEaRi0HQPt/719Jeh6oW\nQQ3D9sKUpAceeECPPvrodb+354VUkiR/I+k9kqaSJDkm6aOSPiXpS0mS/LakI5J+TZLSNH0mSZIv\nSXpG0hVJ70+b+AwCAAD0oeeFVJqmv3GdL/3Mdb7/E5I+McykAAAAmqCyzuaD8L2jrO+NTwMUWbx4\nLd8vyTpZ++K5vELUTeP76PzgBz+ocCbjo8nB3sXFxXBsKTgfSl9evrbjyuDsszqufc08X8hfdWrP\nd9O318YXKF++fFlSXMmGvea+9MO6ppPqLdb8/Lyk0enn6P/W9/zeAucBAAAw0hoRkZqYmFhx7O+q\nsroQF8XfTdleXqdPnw5j4xqRwmiySIaP+ubxHvdRIisCzqMY2M+NSFRbnQqt/fnaok/+/WXvuZiI\nlGUH/M+zhRcsSiqWRZTtNZXaf6d9hNB/PQ+2wCTviOMgkTUiUgAAAJG4kAIAAIjUiNRe1gaUPlRd\nZjrNpxTPnTvX8V9cn3Wnj9kkF9UhVY28+cU5dh736b5Binyvxy/EWFpakjSa7+Vt27ZJ6lxM4Hv6\nlckWgPnyF0u35VWAbhuw+/dLUYsnBunATkQKAAAgUiMiUv7K0K4+/V2LFbLlXcSWxRe0sZy2O3+X\nZB3py45IZbWoGJXluVhpFAvMrXDan/PKXGCTNx8tyvo98n4NLYoxiqyQ3i94qoq1wMl6vov8W1mH\nvfuISAEAAETiQgoAACBSI1J7vpjM+kj5LsgWHi4jtVcV38n9xhvffNnq1Bsmiy/uPH78eGmP60PL\n9j7x6bwyUnuWjimj+7i9HyTSlnkUKg/CUsd5FzJbKtwfW9G01OzUnn+/ZvHnOjNo+sZ6/EnS3r17\nJeWf/vK9qqraZaBOvbHsM1BkKrWuuzkQkQIAAIjUiIiUZ1fgq1evDmN1vUrNk7/Ttjs2fzdS9+eg\nzPn5u3W7ky27ILGM39eWPvvf14r5/R253SH6iMag/Puvzu+1HTt2hGOL2PpIhC2A2LRpUxizz1Gv\nu3tr4eG/zx4j70iYX0Jui2nq/LwPwne5zmLF5sM8p75g3Yqg847i+R037Pwy7hFhqXORUd7n3bou\nJiEiBQAAEIkLKQAAgEiNS+0Z303cF/2NKusXcu0xuhvlBQiWsssqol1eXg7HPo0Vq64h9WstLi6G\n46xUjhXE+jRnr+JnY+ecrBRb3s/PmTNnwrGlworq4Fy2Xr3k8vg9/d+Honae8Cks+xvk075N+czk\n7ejRo+F4VNLRvRCRAgAAiNTYiJRnxddVRR82bNgQjm0OFB3G8YsI8jAqd/FZ+r3TtmLbcRATre33\ns1rm3bX/PZq8R1zW53l+fr6CmeTPvx+sMN4XyI9rRKrpUSiLUPsFH70QkQIAAIjEhRQAAECkylJ7\na9as6QipW2FoVpdm3+nWCmx9CNUK/XyKzfq7+IJT//U8WK8eH8och5Sefz3y6BPi+8pMTk4O/fPG\nRR026+yHf03ts+rTHvZZzUph+c/5zp07JXWG3PNOBdfFqJxT8kqtW88mX+Bt6c+qPgdlb8BeJt9Z\n3/6G+kJ6+zvt/16XUVqzZ8+eFWO2e4VfoNFvzzz7W3b77beHMTvPDPK5IyIFAAAQKamiMCxJkrTV\napX+uAAAAINqtVpK0zSz1xIRKQAAgEhcSAEAAESqrNi8ytSef+yqU4xNn4sV++bdr2mY5+Wuu+4K\nx4cPH5aUXZBqRYWSNDc3V8hc8sZcstnjVz0PP4dBP0NScZ+jmOfFConzKnZv8mtUZH+oOj4vDz/8\ncBirqi9UHZ+X6yEiBQAAEGkkOpuPq127doXjEydOrPi63ekWuZQ6qwWE3+/MzM7OSpJOnjyZ6+Nn\nefHFF8Nx1t2ULcFv8rJyjA7f/qPqTvy+vUC3yIvf39SiNVl7G+bFHq+q6Ig/1168eFFS536WZmpq\nKhz3uwS/jprYndz+xkjtlipZuz/4925evycRKQAAgEhEpBosKwrl2d2tz+/nzfZx849hzfMsWuWP\ny4hI+Tt8a/Lomz3a/OyuBdXavXu3pM4Gh3bXPw4uXLhQ9RSCfvf183fyZUQvqo6QHDt2rOvX169f\nL6l9bpHa0b0m75XYJH5/yv3790vqPI9YhsZ/3nr9De0XESkAAIBIXEgBAABEIrXXJ9uT51d+5VfC\n2PT0tKTO0O1XvvIVSdLCwkKJs+su7+W6Xrf9lXwxd14h1H74FFHW725pgiJTnujO7+V1yy23SOrc\ny+vxxx8vfU6IU+T5pSmsTMCXC9i+sCiHT6vawgfbh09q/13IWgw1LP6SAAAARGpERMrv9m5X+Vbk\nLJWzjN2Wv959991h7Jd/+ZcldV7hHj16VJL0ta99rfA5ZfF3QUUuR+5HVUWWve6QfeQD5bKFAHv3\n7g1j9tk6dOhQJXOywtTJyckwZkvXfSuNMtjn1y+jtyjHOBXgj4K8z79Vt4CoO2sgK7XP8T4iZREr\nyy5J+f2NIiIFAAAQiQspAACASI1I7flQpvXr8GE8C3kXmbKxlN3Xv/71FWO+L0W3PduKZGkJ30Op\njJ5NwCBscYJPh8/Pz0vK7kJcBjuXWD8rqd1zpuzUnvFFy1V3O68DW5zg02XjlqK3vlRZ+4ai8zNj\n7w2furMSIZ/Cz6uHGxEpAACASI2ISPmrRiss90XV3Zbg58XuhL7zne+EMX9chZmZmXBsd9VZ+z8B\ndXPq1KnM4yocPHhQknT69OkwVlXXezvPUFjeyaJyZZzr64oO6d35iHZWFNc+30V8tohIAQAAROJC\nCgAAIFIjUnu+2HzcCgy78eFLC2uOc+gbGAZp8frivEb/qF76XZRRRLE+ESkAAIBIjYhIIdvLL79c\n9RQAAA3h2waVsSPIuCAiBQAAEIkLKQAAgEik9hrMp/aso7l1ZJbaYVxSgGgqv8EoHZ1RB3aO9akx\n2xC3qv5jvdjnyHYGkaQzZ85UNZ2RQ0QKAAAgEhGpEWGd3qempsLYDTe8eZ3s99yjwBB1sG/fvnBs\n3bxtLyyp/T4+fvx4GPvxj39c0uxQN/be8DtaWPTHL3t/4403Cp+LRfq3bdsWxizSY/uvSsWda+28\nLvX/+1rGIqurt89ijDL7PYvYu5KIFAAAQCQupAAAACKR2hsRFm62EK4fA+rmlltuCcfT09OSpNnZ\n2TBmheULCwvlTgy1ZKm9ycnJMHb+/HlJ0vz8fBgrY+eLjRs3SuosozBFlk5YWtM+L1I7VZeVskuS\nZMW/zdr42BegN5kV/Evt94lPBVtn+CJKXYhIAQAARBqJkIVdfY7zck5/5W3s7mOcC8ytMNMXZVrU\nbvv27WHsxRdfLHdiY+6FF14Ix7ZPpC8st8/ys88+W+7EUEtWWO4jTtbWpez9VxcXFyV1RvyzIj2D\n8udwW4Dh2ZiPwNk5zBeg21x8dqJbW4azZ89GzrhefBF51nNg75Mi/h4SkQIAAIjEhRQAAECkxAqw\nSn3QJElbrVbpjwsAADCoVqulNE2TrK8RkQIAAIhUWbF5PxGpn//5n5cknTp1Kox973vfW/F9+/fv\nl9RZhHf58uW+HrvqyFhec7GlrsNEGEfxeckDc8kWMxcr0M274NMev+rnxM+BuXQa5bncdNNNkvov\nOrcWCpL0+7//+7nOZRhNeY3WrVsXjovaS9a3hXjwwQe7fi8RKQAAgEhcSAEAAESqdR+p3bt3S5Le\n9773hbEdO3ZIkp5//vkw9u53v1uSdOLEiTD2jW98I9e5vOtd75LU2XOjTj1uLNTpUyZ59DYB8jTO\nPc0wugY91164cKGgmYyHrHTenXfeGY7f/va3S2r3qJPa/b983zHbCN12UvC69d66FhEpAACASLWO\nSD3yyCOSpOeeey6MHT16VFJnsdmWLVskSU8//XRhc/mJn/gJSdL999+/Yi6PPvpoGDty5Iikzj3C\niiqG88ru7gvEWLNmjaTsO0DPinf9fmZ+jywUzxbx+O7QdYrCV2316tXh2HfVRrk2bdokSfqFX/iF\nMPae97xHUueOFrYQ67HHHgtjX/ziFyVJc3NzQ82BiBQAAEAkLqQAAAAi1Tq1Zyk9n9rLcuDAAUnt\nXkpFsEI1XyRoaQeffrCNV30PijJSe2WytIvU/t2XlpbCGEXu9WKhb0vVSO3PihVbStLFixcLn4vf\nXLUbNtyuxvT0dDi23jk//dM/HcasfOJzn/tcGPvnf/7nQubi3yt2XKf3w8TERDj2Rc0ol523Tp8+\nHcbsfepTrva3ypfB5LVhMxEpAACASLWOSPXLF5QV5Stf+Yok6e/+7u/6+n5fiDhqXn/99XB8/vx5\nSUSh6szunO+6664wZgXEPgpVRkRq0IjCqEVz684Xlu/Zs0dS57LyzZs3S5K++tWvFj4Xf14v4xw/\nKKJQ9WDvjb/8y78MY7aoxXZSkKRVq1ZJ6swq5bXXMBEpAACASFxIAQAARBqJ1F4ZBk1djXJfER8O\n7dUPCNWzzbwff/zxMGYF6GWnoAf9XAzSXXhUWbqt20bsebHFMpL05S9/WZL0L//yL2HM5vDNb36z\n8LkAsezvUll/n4hIAQAARCIi1Se7g7fi6nFW9yJQZDt06FDVUxgY769y+WjzX//1X0sa7eg6kAci\nUgAAAJG4kAIAAIhEaq9P/XZkHjdWrEz4H0WwDcmlduHouPWW6rfI3LrV59Ubh8800B+uDgAAACIR\nkeqT7cnjI1MUwra7xXL3iiJMTk6GY2uFMG4RqX7lFYkCMBgiUgAAAJG4kAIAAIhEam9ApPM68Xyg\nSNu3bw/Hc3NzFc4E17Nu3TpJpFwxvohIAQAARCIihaG8/vrrVU8BI2jbtm2SOguoFxcXq5oOrjE7\nOxuObaFJGRGpG29s/8m6cuWKJGlmZiaMLS0tSeK8hHIRkQIAAIjEhRQAAECkRqT2rFeR1C5stJ4y\nknTTTTdJanc+Rnk2bNggqTMFw8bOg7NNsaX28zfKPcuyUjSedek+d+5cGLt06VLxE0Owdu1aSdK+\nffvC2NTUlKT2eViSvv3tbxc+l40bN0qS7rzzzhXz85+ThYWF6MdYs2aNpN5/R+zx/HNg579+36N2\n3sRoICIFAAAQqRERKV84uHXrVkmdV/R2RxsTkbK7mn73s+rXxMREOB7lO+lXX31VUv7PX11ZdLRX\nMavd3U5PT4cxW8rvo0t2d3v69OkwZhGpUYtCeVlRKM+Khi9evFjGdEaCvZfyet/YZ/q5554LY0eO\nHJHUjhj67yvShQsXJEnHjx8PY7YPo+06MSzbN9T/HbG/M37nBhvz53iLSNnP8HwRvp0v7e9OXfnf\nY8eOHZI6s0BnzpwZ6Of5v9e7d++WJD3//PNhzN5PTV0kQEQKAAAgEhdSAAAAkZIqNrpMkiRttVql\nPy4AAMCgWq2W0jRNsr5GRAoAACBSZcXmVUak/GP3Ow9rsWDFglXOpSjMJVvT5zJO792q5+Hn0O9c\n9uzZE46t0PnUqVMrvi+mHUaTn5csk5OT4diKn2MWGfU7F3tt3vve94axF198UZL06KOPhjFrz7B3\n794w9vTTT+c6lzI0eS6++H/nzp2SpB//+Me5zuV6iEgBAABE4kIKAAAgUiP6SPXL+opI+fUWMdYX\nKO/0SAzr8eG7Q3fbMLTI5wX153vgoD6sS/gtt9wSxqxfku/NZCkL39vn2LFjZUyxdgbtXzQs66zv\n03QnT55c8X2WZrT+Zyif7zRvqdjNmzeHsR/+8IeFPTYRKQAAgEiNi0hZh1TfAdW6JBcZbbE7RS/v\nTsL9sghDv5EGolDjrYoWJ+jNohc+2pEV0bBO93Xvhj2K7Ln30Qzf1d3Y34Bh9vqLYX8PfTRmcXGx\n1DnUhd+X89ChQ5LK29OQiBQAAEAkLqQAAAAi1Tq1Zxu+zszMhDEr9vb9RF544QVJnRu/5s0KPv0G\nxKO8qWwTWVH9z/3cz4Ux2yj43/7t38KYHZPyQpWseLzfjZlHZWNw2/hbauYmtVWfN2677bZwfP/9\n90vqXGxkm0z7TYHHgd8I/bvf/a6kuB5jMYhIAQAARKp1RMqiCXfffXcYyyosLzISZXwkCvVky8l3\n7NgRxu69996Or0nlRDCNRVWldgTClkpLnQWSRdu/f384tufj+PHjYWx+fr60uaAdjfEdy7vxnZub\nfD7yBcC2iIfofv98ZNKeP78YynYyGGdlRaIMESkAAIBIXEgBAABEqnVqz1IwPkxn4e28NiNsItsg\n07qtS+0UUb/dzvO2e/fucGz9bnzaqIxC2YMHD0pqFxpK7XSVL7wsI6VnfH8Xe+9ab5qy+Q73liJf\nv359GLPXbVSKmuvO0ln9piGanM7z/O4QpPQG58+rVuLiz/U+BYxyEJECAACIVOuIlN25WKQBb7Ln\nxUek7M6uzCiU5++C7rjjDkmde4h961vfklTO/LJaHVTFR79sn7B+l7vnzUfl7D3klwwDZajqHFWk\nbdu2SepcXLK8vCyp2G7ntmDB78NIRLl8RKQAAAAicSEFAAAQqdapPWSz4tSye2V0c/To0XBsaT5f\nSFqnuZbJ94yq2qgUKwN14DeR3rVrV8d/pfbCnyJTe3v27JHUuZDEPudzc3NhrMwFNuOIiBQAAEAk\nIlLIhY84HT58WFLnnlq2P5UvkB/XKBWA5vN77ln03S/eKKq1Q5Ik4XjTpk2SpFtvvXXFvHzEjIhU\nsYhIAQAAROp5IZUkyReSJFlIkuRJN9ZKkuR4kiT/fvV/P+e+9qEkSV5IkuTZJEl+tqiJAwAAVK2f\n1N5fSvpTSf/djaWSPpum6Wf9NyZJco+kX5d0j6Rdkv4pSZI70jSlfe0YsZSeDy1v3bpVUucGraT2\ngPHjU1M+PdY0/vy1tLQkqTO1V9TiDv+cWc+o1157LYzZzhd+DMXqGZFK0/RbkpYzvpRkjP2SpL9J\n0/S1NE2PSDoo6Z1DzRAAAKCmhik2/9+SJPmfJD0u6ffTND0raVbSY+57juvNyFRu7G7GRzusu6vf\nwwnVsc7Fk5OTYcwiUVXtMwc0gZ3XfNTBltH7sSa3sti8eXM4tr3ims7Oa/7vUhnRNtslYXFxMYxZ\nYfmBAwcKf3y8KbbY/POSbpb0Nklzkv64y/c2N3YLAADQRdSFVJqmp9KrJP3faqfvTkja475199Ux\nAACAxnnkkUe6fj0qtZckyc40Ta1t6i9LshV9/yjpr5Mk+azeTOndLul7MY/h+d5D1i/Db9JoqSS/\nKSvK5cP1loqwjTwlaffu3ZKkEyfa19WPPeazwBgn/jNt6Xr/mbaURZOLkftlCzEk6a1vfaukzoJs\nc/LkyXD83HPPFT8x9M06i/veUbZJeZGOHDnS8d+y2Dl+XDY9f+CBB/Too49e9+s9L6SSJPkbSe+R\nNJUkyTFJH5P03iRJ3qY303aHJf3PkpSm6TNJknxJ0jOSrkh6fzoOZ0IAADCWel5IpWn6GxnDX+jy\n/Z+Q9IlhJnWtDRs2hGPbt8gXLQ+zzNOiJv5OYnl55SJFW9Jvhe3oNDMzE46tyPzuu+8OY7fccouk\n8Wt54KMNWe+rceU/RxbNvHDhQhgbp/sv/76wSJPfFcDOb6OyUKPfRUG+VYqdn30xt0VD+o2K+H+b\nN2tD4KOqddpnM29ZEdNxRmdzAACASFxIAQAAREqqCKEnSZK2Wq3SHxcAAGBQrVZLaZpm5jSJSAEA\nAEQaprP5UKqMSPnHrjoyVtVc/PJzK2b96Ec/WslcsvAaZWMu2ezxq56Hn0MT5+ILsq2AOos/f/S7\ngKTJz0svtmjp3LlzYazfIvgmPi9WbL5v374w1q0Fw/79+8Pxiy++KKlzgdcwc7EC/yL3Fuw1ByJS\nAAAAkbiQAgAAiFRZag/10SvEitEzMTEhqTMcXmRoHM3QLZ0ntTta23+lcnrDWcoxa372Xpba/cny\nnvILYpUAAB2fSURBVJPvabVx40ZJnWk823x5XPoMWmrX+jpez/bt2yVJe/fuDWOnTp2S1P/G275n\nVdbiuDqct4hIAQAARGpcRMo6/t50001hzPbaK9ttt90mqb3PkiQdOnRIUjn7LA1j3DqMo7OQ+Pbb\nb5fUeYdvRaBVfZ4grVu3TlLnXXad9jMbtJt4Xu644w5J7WiQd/r06XBc1J5zPiqS1WF+XCJRplfk\n0likzu8TOWhX9LxaNNnfaZtTnohIAQAAROJCCgAAIFLjUnsWQvXphzL6SBhfZHnrrbdKaqf4pHbI\ns+6pPYwfH47/0Y9+VOFM4PkyBSvO9Ru1WyrixIkT5U6sT5aqyXuXDHsuJGnXrl2SpN27d4cxe7xv\nfetbYazflNOgfN+sfouk0d6g2grMpeJeo15mZmYkSZs2bQpjVs4wLCJSAAAAkRoXkcpS1fJHX7xr\n6lQYCsSwCK9Uj6XFo87u2qV29MnftS8uLhY+B4u0+6hSvwXURe3XaguLpPb78PDhw2HMonZWoF8k\nP5c6sWigj5hVtSCgm6wC/bxYV3n/9zgrevvcc89J6owA54WIFAAAQCQupAAAACKNRGqvTD5c+u1v\nf1tSu4hNkp599tnS54Q4vifNhQsXKpxJvfjnhUUT5bJu2b5rdhmsc3eddjmYm5sLx5b+9D2jpqam\nJHUW5luX87wLwut6frC0alUF3LOzs+HYirj938hjx45JKrZvob02/rx1yy23SGr3dfR8Kr0bv7Cs\nFyJSAAAAkYhIDcHujvxdUlP47rK+uHic1PUusyrWzsMXGRORGg/93qVXJescu7S0JKmz2NyiIrQo\nKIfvWL68vCyp/J0R7L2bd1f7QYr1iUgBAABE4kIKAAAgEqm9MRXTLwajx4pzJWn9+vWSpIWFhaqm\nA/TNyhM2b94cxiwdMz8/X8mcxtk4b3ZORAoAACASESkQkRpjvijXCketaBSoM79nGsaXtb/wC6jK\nXkhERAoAACASF1IAAACRSO2hFBZ2nZ6eDmOnTp2qajrIYH15gLqxLtN+c17rZO07m5OWHj8XL16U\nVG2ql4gUAABAJCJSOVi1alU4vummmySN91LQLPv27ZNUThHgli1bwvHZs2cLfzwAxbLok9/X1Pba\n886fP1/anFAvVb72RKQAAAAicSEFAAAQidReDnwfJlJ62S5fviyp2A2ed+/eLamz0zGpvXzccEP7\nnmvt2rW5/mwrJB5kk9Drse7skvTSSy8N/fPyYhuDv/HGG2HM5upLA2wDXr9ZtH12PHs9/M+zBR1+\n14JB1bVMwQqJb7755jBmz8FTTz0Vxubm5sqdGGrD95Ea5jMQg4gUAABAJCJSKEUZe18dP35cUufd\nSNad+6iwonofLbLl4Vu3bg1j1r38yJEjff3c7du3h2Pbi88vMc/7bi+PSJSpUxTKs0iTL4h99dVX\nJXVGUC3yYsXVUjuK6yPfFsVbXFwMY3m8Lv4xXnvttaF/Xl6OHj3a8V+pHeWr0zxRnbxb6/gIVy9E\npAAAACJxIQUAABApKbsoS5KSJElbrVbpjwsAADCoVqulNE0z831EpAAAACJVVmw+bETKd6+2AlO/\ndNcKObOKjP1jVx0ZYy7Z6jqXhx9+WFL+Bde21Fxqv3d7zaXf58UKxW1PqmFZEebHPvaxgedSFHv8\nqufh51CnuXz2s58NY1kdoIcp3Lb3l/9M2KIHv/edvV/q9Lwwl05NnIu912xBh9R+j2f9/e/3XJs1\nl+shIgUAABCJCykAAIBIje0jldWxmn4iKFpRizP6DTHH6PdzYT2Mem3+mcdz4PtSWc+kpaWlMDZO\nn2VLq0nF/d69XtNhHjcrZVzXfl4YPfbe9X2k9u/fL6mz0/3CwoKkznNtXn0GiUgBAABEamxECriW\nLTZ429veFsYuXLggSXr++ecrmVMdvPLKK319X6+oRZ7uvPPOcGx7JPp9GA8cOLBibFSNU/QN+bJo\n5q5du8KYFfifO3eukjmVzaJJPvpk541t27aFsR07dkjK3l2AiBQAAEBFuJACAACIVOvU3ihvODsq\nrKeQ9fLwx2WHlq0/iN909+abb5bUTvFJnSHgceI3N7Zi7zLTeV5WOsu/h9auXVvmdPpSxvnIeuHY\npsRS53sX1bNz3q233hrG7FznN5Eug70XZ2dnw5ilsB577LFS51I1v+H2yy+/LKm9kf31+IUewyAi\nBQAAEKnWEak6RaLsDvnKlSthzI793aP/+jiwpfCXL18OY/64THYXYoXKknTvvfdKkvbt2xfGxi0i\ntXfvXknS+973vhVjn/nMZ8LYiRMnSpvTE088seLYR6Gqeg91U8a+pPY+9eeUp556qvDHRf/sfXDw\n4MGKZ9KOwnz3u9+teCbNlNdCDyJSAAAAkbiQAgAAiFTr1F6dWKGp3xjRikDHLZ1Xd0eOHAnHVky9\nc+fOimZTvcnJSUnS/fffH8as8+9dd90VxspM7WWpYzrPKyO19+yzzxb+GADyRUQKAAAgEhGpPl26\ndKnqKSDCmTNnOv47jqyY+/Of/3wYsyjq9773vUrmBABFs1YVUrERZSJSAAAAkbiQAgAAiERqDxhx\n1o+NXjMYhC2ssf5sQNOUsUBEIiIFAAAQjYgUAGCFvLo+A2Xw++aV/d4lIgUAABCJCykAAIBIpPYA\nACusWbNGUuduDpYy8akT+/rFixcLn8srr7xS2GOg2TZu3BiOy+4bSEQKAAAg0khFpNauXRuO675v\nF4ozMTERjl9//XVJ3MkCg7I7/FtuuWXF2PHjx8PYwYMHC5+LfY6B66ly9woiUgAAAJG4kAIAAIjU\niNTeli1bwvG2bdskdabxzOLiYjgmtTe+Xn311XBsqYgbb2y/1W0D6rK63qIa1lcmr54yds7xxdeW\nMq77puYxPXY2bdokSZqZmQlju3btktTe9FqSnn766Tym2JV/PKBuiEgBAABEqiwidcMNN4Q9wHrZ\nvHlzOJ6ampLUWXy4vLwsSTp16lSOM0RT+bvXrCLzcY1EVdn5tyw33XRTYT87SRJJ0oULF8JYUyIl\nMa/3wsLCirGTJ09e92solkUIvfPnz/f1by2T4//mWuTe3teIR0QKAAAgEhdSAAAAkZIq0hxJkqSt\nVqv0xwUAABhUq9VSmqaZeVAiUgAAAJEqKzbPMyJlxXK9omuTk5OSpA984AOFzCOGf/xh5jI9PS3p\nzSJ+M2hBaF5zyUPec/EFlYNGYUf5eRlGHefS7zxWrVq1Yiyv7tmDzqVIzCXbqM3Ft6iw81vM4qtR\ne156sVYmL7/8cl9zuR4iUgAAAJG4kAIAAIhU687m99xzj6TOXkBLS0uSOsPw69evl9Q7leX7v4yC\nDRs2hOP7779fUucGovR6aRvX3lFNZR3p/Xt8bm4ut5/vO933u6G1pc377X+XlzIft669xnbv3i2p\nc8cK+1vge4f5XQ3GiU9V23t7mHKGGPY61P018OcUO8/0Su31QkQKAAAgUq0jUqdPn5bUeZdkV9b+\narvfffXqdIeVB38n/f3vf1+SdObMmaqmU0tVRREwuF/91V8Nx3v27JEkffWrXy3ksfqNQvkiXjsP\nHT9+vJA5Se336zvf+c4wZvv4PfHEE4U9rvH7CNbpfGnRjv3794cx6+rtI+/2N6MpHefzYh3npXaU\nxe8Icvbs2UIe10cDLSuSFTmen58Px/1+9opy8eLFcJzX3wUiUgAAAJG4kAIAAIhU69Te4uKiJOm2\n224LY3v37pUkHTp0KIz5sOE48aF3UnrZSOkNzqd3hi3CHIT1QpPa4Xf/OS+TpZDe8Y53hLETJ05I\nKja1Z+/Xxx57rLDH6MbSiHWT9T6w9wib1Xcqc1HVfffdF45/8id/UpI0Ozsbxo4cOSJJ+vKXvxzG\ninq9JiYmwnG39/HatWvDcV5pRiJSAAAAkWodkbK7M3+leeedd0riLqRurNBQkvbt2yepXQAvFXsX\nP67yLqTftWuXpOIKU3v5/Oc/X8njZrFInL+zteLmUZZXd/du1qxZs+K43+e2qgglsvno03vf+15J\nnRmkJ598UpL04x//OIx94xvfKGQut99+ezi2RSK+7YNF6p555pkw1u9CtV6ISAEAAETiQgoAACBS\nrVN7xhfPWWjXhwpRPd+bw/rtbNmyJYyR2stfHik9nza3nzduPXiyWG+ir33ta2HMd0MfVdaDSGp3\nqM4r/WH8+7buXbCzWLFy03+PPPgSGysJ8M/F1NSUpM4C76L4RTJ33323pM7P7FNPPSWpXRKRJyJS\nAAAAkRpxi+WjT0Si6un555/PPEa9+WLqui59L4K/U+03AldmpK7sfdJMGcXmvm1Lnbqn98uiLD7i\nbtGOcWPF5JL093//95KkAwcOhDF7H/vO60XtyXf48OFwbJ8ZH021v0tFtHQhIgUAABCJCykAAIBI\njUjtAUCeKKjP9tJLL1U9hUxWBO87UVdV4L20tCSpc4HNuPLvl69//euSpB/+8IdhbOfOnZI6Xyvr\n8XTs2LFc5+I3r/bHZSAiBQAAEImIFADUTJkF5k1giwPqUJxuBcx5t4VoOovyzs3NhTGL2llkSurs\nbD8qiEgBAABE4kIKAAAgEqk9AEA0KwT3O1DkzbpWb9q0KYwtLy9LGo/NpJvKUrF+cYe9bqOEiBQA\nAEAkIlIA0IetW7dKGs076mFs2LBBUrERKeuGvW3btjBmkTC/20URXasxGHutpHYXeGsZIY1mBJGI\nFAAAQCQupAAAACKR2quRVatWSSpn41DgeiYmJsLxOGxk3O8mquvXr5dEak9qp9Wkzm7jRTly5Iik\nzhSR9SNq4vnSzvWjyPf6svPHKKbzPCJSAAAAkSqLSK1evbpnl1q7A3zjjTfC2CgXEzbxzmrc9Bu9\nKMMNN7x5H+Q/H8OwO/zVq1cP/G+TJJGU3ZHb333b85fX59gedxj2PPZy/PjxoR9rVFiBudTZybpo\nfn+7Ju51Z3/TRrG7t/HngDNnzgz98/xnfJiO/3mfLzt+du4/EQAAYExwIQUAABApqWJzzCRJ0lar\nVfrjAgAADKrVailN08xaAiJSAAAAkSorNn/44YeHKhwbho+GVR0ZYy7ZYuZihZwvvfRS5XPply0j\n94Wz3T4XTX+NimKPX/U8/ByYSyfmkm3QufjFEdY53C/eGKbDfJOflyL1mgMRKQAAgEhcSAEAAESq\nLLW3Zs0aXb58uaqHxwi6++67JUnz8/NhLKv3z+bNmyVJ586dK2diXRS50Ws/bryxfQq4cuVKaY/n\nu6fXpeuxpYal/NPDTeZTSUX04MFg/GtgvQftnCaVe07x7w3rETeOf9eJSAEAAESqLCKVR0diwDt4\n8GBf31eHSFRdlBGFynq8Ue7sPIx7771XkvTud787jD355JOSpMcee6ySOfmoZR06+lfNFoj4RSFV\ndVk/ffp0JY9r/HtjdnZWUmen+1HeicTrGpFKkmRPkiSPJEnydJIkTyVJ8oGr45NJknwzSZLnkyT5\nRpIkW9y/+VCSJC8kSfJskiQ/W/QvAAAAUJVeqb3XJP3vaZr+D5LeJel/SZLkbkkflPTNNE3vkPTP\nV/+/kiS5R9KvS7pH0n+R9LkkSUgfAgCAkdQ1tZem6byk+avHF5MkOSBpl6RflPSeq9/2RUn/n968\nmPolSX+Tpulrko4kSXJQ0jslrYhJj0vID+U5e/Zs1VNAnxYXF3P5OT61MKw6FJhfunRJkrR27dow\n5o+rQDqvU9ULROrE+lhJ0smTJyVRbN5VkiT7Jb1d0r9JmknTdOHqlxYkzVw9npXkl0kd15sXXgAA\nACOnr9u5JEk2SPqypN9J0/SCLxRP0zRNkqRbi/Lo9uV2t1l2QSyAZqhqd4SiWLTDL5wgAoK6OnPm\nTDgex0iU6RmRSpJktd68iPp/0jT9h6vDC0mS7Lj69Z2STl0dPyFpj/vnu6+OAQAANM4jjzzS9eu9\nVu0lkv6bpGfSNP0/3Zf+UdJvXT3+LUn/4Mb/xyRJbkqS5GZJt0v6XsS8AQAAKvfAAw90/Xqv1N5/\nkvSbkp5IkuTfr459SNKnJH0pSZLflnRE0q9JUpqmzyRJ8iVJz0i6Iun96RCxd1J69Tcz82Z5nO+j\nUoei3W6sG28ZXZq3b98ejnfv3i2ps9v6qVOnVvwb9M86O48Ke2+eONEO5C8vL0uSVq1aFcZG7fdG\nsVavXi1Jeu2113L9ueOczvN6rdr7tq4ftfqZ6/ybT0j6xJDzAgAAqL3KOptjNNjdcpOWSJcRibJ9\np+64444wdvPNN0vq3BfLijWJvkKSFhYWOv4L5CHvSBQ60SwTAAAgEhdSAAAAkUjtYShNSumVKavj\nthVm+q9NT09L6kzllJF6BIBhrV+/Phxv3bpVUnvBhNQ+l83Pz4exUSxjICIFAAAQaWQjUkUt98yy\nbt26cGxX236pclFLRK/pMF/IY2A4/nWx94Ef27hxo6T2+1WSjh07tuL7AKBu/N+gXbve3A3OR5zO\nnTsnqTNyZWOjhIgUAABAJC6kAAAAIo1saq+olN6aNWvCsRXXWUhTaoctX3nllTBmqZq8bdu2LRzb\nxqa+0M/md/LkyUIeH9d36dIlSZ0dqO29s2XLljA2MTEhqXPzzxdffLGMKQLAUPyOFnau86UsVuLi\nz3mk9gAAABCMbESqKL5obtOmTZI6C4XtaryMq24fCbMrfx+lstYERKSq41sZWKuDffv2hTHbd+/l\nl18ud2IAkCPbzcHv3GB/G/3+oqOIiBQAAEAkLqQAAAAiVZbaW79+vV566aUV477/ki/UrQs/PysU\n9t29T58+LamcVI31IJLavax8Ud+PfvSjwueA7nzHcuvuu2HDhjC2uLgoSTpx4kS5ExsDlob3n0Xr\nKk9H/vqy3kR59VGzRR5+ARDyMTMzE453794tSdq+fXsYm5qakiQ9/fTTYcyOR6lPHhEpAACASJVF\npK53d1DHKJRnEQR/XFWH8e985zvh2KJjPmJ2/vz5oR+D7unDOXr0aDi2pcLf//73w5i9Rnm8Vuhc\n+GEtKPz7lkjU4PxzagXFfol73udsiyT6n2vtbGL2abP5E5HKn19U9fjjj0tqL6qR2lEq/3dzFP+O\nEJECAACIxIUUAABApKSKMFuSJGmr1Sr9cQEAAAbVarWUpmmS9TUiUgAAAJEqKzavMiLlH7vqyFiR\nc7Eiy373HRyV5yXvFhqj8rzkrY5z6Xce9913Xzi2AuZnnnlmxff5vTWtS32vz9OgcylS1lxsP07f\ndT9vtkjFP38f/OAHV8ylGytsl7ovEvC7TWTt95al7q9RVWwOn/rUp8JYr+ey6LnU6Xm5HiJSAAAA\nkbiQAgAAiMSmxX2yjRjL2Ix4GH7DSFtI0G9qr6767XRsKT3f+6qbflMH6K2MdFGe/GtvG337z/by\n8rIk6Y477ghj9h7JSgE2SRmvkX1Wh0kL+X5E3Tr/33777eHY+rEdOnQo+nHrznoGSu1eaXnr93Xz\n51r7TI1jvy4iUgAAAJGISPWpqoK7Qfm76l27dkmSLly4EMaa2FW23zn3W1hu+60hP/1GOSz6Y3tS\nVsW6MF9PVgfvY8eOFTonSVq7dq2kzgLqs2fPSqr/rg95s6jg9dhz5SM09lyNsqKiUDEsEi1JW7du\nldQ5v3HZsYGIFAAAQCQupAAAACKR4+hTEwvoFhYWJBWbzrNiQ1/waeH1U6dOFfa4w4jZ+DSWhbul\n3qmKPPki0KmpKUmdaaqXX35ZUrnPhST95//8nyV1FgP/4Ac/kNSZznrLW94iSfr3f//3MFbmZ9AK\ny5999tnSHlNqv0bDlBL4TYazWCqsTikiz967vd6b9hwtLS2Fsaak9nyvuybz6eb5+XlJ7fS91LxF\nKLGISAEAAEQiIjXCyog2WOTgd3/3d8OY3SE+9NBDYayJRe55KDMK5fmC+k2bNknqbPFgr4dvl2F3\nj0XO2d6Ts7OzYcwiUn5+o7YgwH6fMj6TvT5rFqF88cUXC5vDhg0bJEkXL14c+N8Oeq54/vnnB36M\nqo3ywoGqF5JI0rve9S5J0rp168LY3NycpGKizESkAAAAInEhBQAAEGm04ucF6re79rg5c+aMJGlx\ncTGMWQ+ePXv2hLEi0wjX8oWcN998c8ecJOnAgQOSRvu19MXm9tpk9XTxfcfKKIC1XkxZKS7fgf+H\nP/yhpNFJgZRZ1N/rscp438ek9K61cePGcGyLNmyRhNS92znGmy2k8Oe0Ihc/EZECAACIRESqT6Mc\nvRjG8ePHJUkf+9jHwphFEara489HMayru49IjcNr6SNS/XYXLiP6YwsRerUysMiDFS1LnR36ES+P\naFEZ/Dzt/dzENjQo3xNPPFHq4xGRAgAAiMSFFAAAQCRSe8hFXTd1tu7u48an9qxj+EsvvVTVdALr\nMdMrRWOp2C1btoQxm/+od0kuWlNSe/49QkoPdUZECgAAIBIRKWAE+YJ6K9iuQ0Sq34Jx60jsO69b\nq4Z+i+eRrapFIOPAL7cfldYd6I2IFAAAQCQupAAAACKR2gNGkC/O9d2g68I6VUvtTZJXr14dxmxT\nY9tgV5Lm5+dLmh0Qx7+HLc3nN+PGaCIiBQAAEImIFDDi6lic7e/Sb7jhzfu5iYmJFWM+CmVd0YG6\nqmsbGBSLiBQAAEAkLqQAAAAikdoDULqsnlY+3Wf9pv7/9u4nNI4yjOP490djCf4BMSZRa6A9VLBe\nmksRiqS5lPRi9eIfEHoQEfyLp9qL5uhF8SB6MUoRqRSkpRexVXLwZAlEW02LFgy0UtNAzEFyycLj\nYWZ0stmVOtmd6ez+PpedfWeZeZMnz87DO5P3zWZCv1n5h31vxfmS8vMMZbcyt7IYc34G+2w2eM8C\nblYuj0iZmZmZFXRLj0hlD5xmrwCNRqOq7phZGwMDyVfJVvIzP03D8vIyAGtra//rGJ0ahcpGtrZy\nvPzo0/DwMLDx95PtLzIilU0LkZ89O3vQOT9K1crg4OCGz3dDtkbi6upqR47XiXi0MjIy8s/2ysoK\nUM41ZmhoqCPHyVYtaDXFgqddKI9HpMzMzMwKciFlZmZmVpDyi5uWdlIpJiYmmJycLP3cVp3Z2VnH\nvI843v3HMe8v/RTv6elpIqLlfXOPSJmZmZkVVNmIVOknNTMzMyuo3YhUJYWUmZmZWS/wrT0zMzOz\nglxImZmZmRVUSSElaUrSZUm/SjpaRR+suyQtSrogaV7S+bTtHknnJP0i6ayku6vupxUn6RNJS5Iu\n5traxljSsTTnL0s6WE2vrag28Z6WdC3N83lJh3L7HO8akzQmaVbSz5J+kvRa2u4cb1J6ISVpG/AB\nMAXsAZ6V9HDZ/bCuC+BARIxHxL607U3gXEQ8BHybvrf6+pQkj/NaxljSHuBpkpyfAj6U5BHxemkV\n7wDeS/N8PCK+Ase7R6wDb0TEI8CjwMvptdo53qSKH3IfcCUiFiNiHfgCOFxBP6z7mv/D4XHgeLp9\nHHii3O5YJ0XEd8CfTc3tYnwYOBER6xGxCFwh+S6wmmgTb9ic5+B4115E/BERP6TbfwGXgB04xzep\nopDaAVzNvb+WtllvCeAbSXOSXkjbRiNiKd1eAkar6Zp1UbsYP0CS6xnnfe94VdKPkmZyt3kc7x4i\naScwDnyPc3yTKgopz7fQH/ZHxDhwiGRI+LH8zkjm3fDfQg+7iRg7/vX3EbAL2AtcB979j8863jUk\n6U7gS+D1iNiwwrZzPFFFIfU7MJZ7P8bGKtZ6QERcT1+XgVMkQ7xLku4DkHQ/cKO6HlqXtItxc94/\nmLZZjUXEjUgBH/PvrRzHuwdIuo2kiPosIk6nzc7xJlUUUnPAbkk7JW0neTjtTAX9sC6RdLuku9Lt\nO4CDwEWSOB9JP3YEON36CFZj7WJ8BnhG0nZJu4DdwPkK+mcdlF5IM0+S5Dk43rUnScAMsBAR7+d2\nOcebDJR9wohoSHoF+BrYBsxExKWy+2FdNQqcSvKQAeDziDgraQ44Kel5YBF4qrou2lZJOgFMAPdK\nugq8BbxDixhHxIKkk8AC0ABeCi+rUCst4v02cEDSXpJbOL8BL4Lj3SP2A88BFyTNp23HcI5v4iVi\nzMzMzArqizkezMzMzLrBhZSZmZlZQS6kzMzMzApyIWVmZmZWkAspMzMzs4JcSJmZmZkV5ELKzMzM\nrCAXUmZmZmYF/Q0kXnLFpKb3UQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01c2f0d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['conv5'].data[0]\n",
    "vis_square(feat, padval=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The fifth layer after pooling, `pool5`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Qaz7U9PR0qtvLi9UEbT0QYTl69KgXC33PqKmp8WLWZ4fVfJ22ycnJVLdXX1/vxSYmJqK3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\nACJQRAEAAET4/wEtHY5P7rJ1tgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01bbe590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['pool5'].data[0]\n",
    "vis_square(feat, padval=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first fully connected layer, `fc6` (rectified)\n",
    "\n",
    "We show the output values and the histogram of the positive values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DCb7HJ4cWrLlbP2hc8T7SmFI953B8/d+S96ZUxzE8S9KTIqRzQL3aOrPLIPKML+K5lqsv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\n/QRSxC44KICduwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01ae5a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['fc6'].data[0]\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(feat.flat)\n",
    "plt.subplot(2, 1, 2)\n",
    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The second fully connected layer, `fc7` (rectified)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uJujbLPhz0qGnB+SkSXLVxhQ3/SbLHDKuLsdkl3nK94q+v2xbp8m2uqJH+ZHm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\nkisAAIBAJFcAAACBSK4AAAAC/f9A40wIgLpJlQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb01953f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['fc7'].data[0]\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(feat.flat)\n",
    "plt.subplot(2, 1, 2)\n",
    "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The final probability output, `prob`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ffb01f12a50>]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4AmARRBizEmMADCXCAAAGEGEAAAOIMGZjxXwAFkGEMaMevQEAIMKYlZEwAIYSYcymYiQM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\ngAFEGADAACIMAGAAEQYAMIAIAwAY4P8Hf+iH2xY5ngUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffb019b9dd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feat = net.blobs['prob'].data[0]\n",
    "plt.plot(feat.flat)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the top 5 predicted labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['n02123045 tabby, tabby cat' 'n02123159 tiger cat'\n",
      " 'n02124075 Egyptian cat' 'n02119022 red fox, Vulpes vulpes'\n",
      " 'n02127052 lynx, catamount']\n"
     ]
    }
   ],
   "source": [
    "# load labels\n",
    "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
    "try:\n",
    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
    "except:\n",
    "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
    "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
    "\n",
    "# sort top k predictions from softmax output\n",
    "top_k = net.blobs['prob'].data[0].flatten().argsort()[-1:-6:-1]\n",
    "print labels[top_k]"
   ]
  }
 ],
 "metadata": {
  "description": "Instant recognition with a pre-trained model and a tour of the net interface for visualizing features and parameters layer-by-layer.",
  "example_name": "Image Classification and Filter Visualization",
  "include_in_docs": true,
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  },
  "priority": 1
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
